If product management had a spirit animal, it wouldn’t be a lion or an eagle. It’d be… a plumber. Why? Because half the time, you don’t know where the leak is, you didn’t cause it (probably), and someone’s yelling that the water’s cold. Troubleshooting isn’t a “side quest” for PMs — it is the job. And when things break, your team looks to you to cut through the noise, steady the ship, and get users back on track. The good news? Troubleshooting isn’t magic — it’s a repeatable skill. Here’s my field-tested playbook of 11 habits every PM can use to go from “ugh” to “aha!” Be a scientist, not a hero Your brain loves the first plausible explanation. Resist it. Write down your hypotheses, test them, and let the evidence guide you. Define “broken” before it breaks Set up SLIs, SLOs, and error bud…  ( 7 min )

If you’ve been working with Deployments in Kubernetes, you know they’re great for running workloads across multiple Pods. That’s where DaemonSets come in. A DaemonSet ensures that: Every Node in your cluster runs a copy of a specific Pod When new Nodes are added, Kubernetes automatically places the Pod on them When Nodes are removed, those Pods are also removed Deleting a DaemonSet cleans up all Pods it created Think of a DaemonSet as: 👉 “One Pod per Node — always.” DaemonSets are not for running user apps. Instead, they’re used for cluster-level tasks such as: 📦 Storage Daemons Example: Run a storage agent like Ceph or GlusterFS on every node. 📜 Log Collection Daemons Example: Run Fluentd, Logstash, or Filebeat on every node to collect and ship logs. 📊 Monitoring Daemons Example: Run…  ( 7 min )

Penyair, hailing from Suba in Bogotá, drops a hypnotic, meditative performance of his brand-new single “Bambú” on the A COLORS SHOW stage—his latest offering after the album Filantropía. The stripped-back setup puts every lyric and groove front and center, giving a raw, immersive vibe. You can catch the full session on YouTube (plus peep him on TikTok and Instagram), and if you’re craving more fresh talent, COLORSxSTUDIOS has you covered with curated Feel & Move playlists, a 24/7 livestream, and all the socials for nonstop discovery. Watch on YouTube  ( 6 min )

Thee Marloes – "Over" (Live on KEXP) Thee Marloes storm through their track "Over" live in the KEXP studio, recorded August 1, 2025. The Indonesian art-rock crew—Natassya Sianturi (vocals/keys), Sinatrya Dharaka (guitar/vox), Tommy Satrio (drums), Rhesa Filbert (bass/vox) and Sandy Kusuma (percussion/vox)—lock in tight grooves under host Larry Mizell Jr.’s guidance, with Kevin Suggs on audio and Matt Ogaz mastering. A team of five cameras (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) plus editor Luke Knecht capture every riff and beat. Check out more tunes at https://theemarloes.bandcamp.com or dive into the KEXP universe at http://kexp.org. Watch on YouTube  ( 6 min )

Nation of Language – I’m Not Ready For The Change (Live on KEXP) Nation of Language serve up a peppy, synth-infused take on their track “I’m Not Ready For The Change,” recorded live in the KEXP studio on August 4, 2025. Expect catchy guitar riffs, layered keys and tight basslines from Ian Devaney, Aidan Noell and Alex MacKay. Hosted by Cheryl Waters, the session was engineered by Julian Martlew with guest mixer Skinny Salazar, mastered by Matt Ogaz and filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht (edited by Beckmann). For more tunes, hit up their official site or swing by KEXP’s channel. Watch on YouTube  ( 6 min )

The War Songs of Greenwich Village is basically a promo for Noah LeFevre’s new book Century of Song, celebrating a century of defining American music. You can grab your copy at Barnes & Noble, Blackwells, Amazon or Indigo. For a taste of that folk-protest spirit right now, there’s also a free 2007 demo of Dancing Willow’s haunting rendition of “The Foggy Dew.” Watch on YouTube  ( 6 min )

A post by robertgchase  ( 6 min )

Jon Millman’s hobby of crafting custom ball markers during the pandemic has turned into Golf Life Metals, the surprise supplier for golf’s biggest names. Rory McIlroy even used one to seal his 2025 Masters win and complete his career grand slam. Now those same markers will be in the pockets of both Team Europe and Team USA at the 2025 Ryder Cup at Bethpage Black, proving that in golf, the smallest details can make the biggest impact. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? Bryan Bros had an absolute blast teeing off with the US Junior Champion—you know the vibes were epic! They’re still buzzing from the day, hyping you to grab some Rhoback gear and hit that newsletter link for all the behind-the-scenes. They’ve also stacked a sweet gear list—Foresight QuadMax launch monitor, Bushnell PRO X3 laser rangefinder, LAB Putters, Takomo clubs, Bruce Bolt gloves—and sprinkled discount codes everywhere. Don’t forget to join their Discord, catch them on Twitch, and follow on Twitter, Facebook, and Instagram for more golf shenanigans! Watch on YouTube  ( 6 min )

TL;DR: This post introduces Proxmox-GitOps, a system that creates a self-managing CI/CD control plane for Proxmox VE. It bootstraps from a single repository and manages itself recursively within the LXC containers it oversees. Proxmox-GitOps implements a self-contained CI/CD control plane for Proxmox VE that bootstraps from a single repository and manages itself recursively within the LXC containers under management. Repository: stevius10/Proxmox-GitOps Demo (1min+): A local bootstrap script (./local/run.sh) seeds a Gitea instance and a runner, initializes the pipeline, and creates an initial pull request. Merging this PR transitions the system into full self-management. From that point on, subsequent commits automatically converge the desired state across all Proxmox LXC containers. The …  ( 7 min )

Ghost of Yōtei Review Ghost of Yōtei drops you into Feudal Japan as Atsu, a fresh-faced protagonist hell-bent on revenge. You’ll carve your own path through a story that hooks you from the first clash. Between serene temples and blood-spattered battlefields, the game’s breathtaking vistas clash gloriously with its brutal combat, keeping you on edge as beauty and violence collide. Watch on YouTube  ( 5 min )

Konami shipped Kurt a real-life puzzle box straight out of Silent Hill f, challenging him to crack its eerie mechanisms. In this video, we tag along as he wrestles with each twist and turn—moments of frustration, sudden breakthroughs, and classic horror-game vibes all rolled into one addictive unboxing-and-solving session. Watch on YouTube  ( 5 min )

Problem Understanding Given numbers 1, 2, 3, ..., n that must be pushed onto a stack in order, generate all possible output sequences from interleaved push/pop operations. Key Constraint: Push order is fixed, but pop timing is flexible. At any point during the process, you have exactly two choices: Pop from stack (if not empty) Push next number (if available) This creates a binary decision tree where each path represents a valid sequence. The recursive function tracks three pieces of state: nextPush: next number to push (1 to n) stack: current stack contents output: numbers popped so far void generate(int nextPush, stack& stk, vector& output) { if (output.size() == n) { // Base case: complete sequence found print(output); return; } // Tw…  ( 7 min )

Understanding Skewness and Kurtosis in Statistics When analyzing data distributions, two crucial statistical measures help us understand the shape and characteristics of our data: skewness and kurtosis. These measures go beyond simple central tendency (mean, median, mode) and dispersion (variance, standard deviation) to provide deeper insights into how our data is distributed. Skewness measures the asymmetry of a probability distribution around its mean. It tells us whether the data is symmetrically distributed or if it has a longer tail on one side. Symmetric Distribution (Zero Skewness) Skewness ≈ 0 The distribution is perfectly balanced around the mean Mean = Median = Mode Both tails are equal in length Right Skewed (Positive Skewness) Skewness > 0 The right tail is longer than…  ( 8 min )

Initial Setup mkdir my-express-api cd my-express-api # Initialize npm project npm init -y # Install Express 5 and core dependencies npm install express@^5.0.0 npm install cors helmet morgan compression dotenv npm install bcrypt jsonwebtoken express-rate-limit npm install express-validator # Install TypeScript and development dependencies npm install -D typescript @types/node @types/express npm install -D @types/cors @types/helmet @types/morgan npm install -D @types/compression @types/bcrypt @types/jsonwebtoken npm install -D @types/express-rate-limit # Install linting and formatting tools npm install -D eslint @typescript-eslint/parser @typescript-eslint/eslint-plugin npm install -D prettier eslint-config-prettier eslint-plugin-prettier npm install -D @eslint/js typescript-eslint # Install testing tools npm install -D jest @types/jest ts-jest supertest @types/supertest # Install development tools npm install -D tsx nodemon concurrently cross-env # Install additional production utilities npm install winston express-async-errors http-status-codes npm install -D @types/http-status-codes Project Structure my-express-api/ ├── src/ │ ├── controllers/ # Route handlers │ ├── middleware/ # Custom middleware │ ├── models/ # Data models/schemas │ ├── routes/ # Route definitions │ ├── services/ # Business logic │ ├── types/ # TypeScript type definitions │ ├── utils/ # Utility functions │ ├── config/ # Configuration files │ └── app.ts # Express app setup ├── tests/ # Test files ├── dist/ # Compiled JavaScript (auto-generated) ├── docs/ # API documentation ├── .env # Environment variables ├── .env.example # Environment variables template ├── package.json ├── tsconfig.json ├── eslint.config.js ├── prettier.config.js ├── jest.config.js ├── docker-compose.yml ├── Dockerfile └── README.md  ( 6 min )

When working with Google Kubernetes Engine (GKE), you’ll come across two powerful concepts: 👉 Node Pools 👉 Node Selectors These help you control how your workloads run on nodes inside your Kubernetes cluster. Let’s break them down step by step. A Node Pool is basically a group of nodes in a GKE cluster with the same configuration. When you create a cluster, GKE automatically creates a default node pool. You can add more node pools with different configurations depending on your workload needs. 🔑 Each node in a pool has a label like this: cloud.google.com/gke-nodepool: default-pool cloud.google.com/gke-nodepool: linuxapps-pool So, GKE automatically labels nodes by their pool name. You can categorize workloads by creating node pools with specific configurations. For example: 🖴 Node pool with local SSDs for high I/O apps ⚡ Node pool with minimum CPU platform for performance tuning 💰 Node pool with Spot VMs for cost savings 🖥️ Node pool with a specific machine type (e.g., e2-standard-4) 🖼️ Node pool with a specific node image (e.g., Container-Optimized OS vs Ubuntu) 👉 You can resize node pools by adding/removing nodes. ⚠️ Important: You cannot change a single node’s config inside a node pool. Any change applies to the entire pool. A Node Selector is a simple way to tell Kubernetes where your Pod should run. It’s part of the Pod spec and works with key-value labels. Example: If you want a Pod to run only in the linuxapps-pool node pool 👇 apiVersion: v1 kind: Pod metadata: name: my-linux-app spec: nodeSelector: cloud.google.com/gke-nodepool: linuxapps-pool containers: - name: my-container image: nginx Here’s what happens: Kubernetes looks at your cluster nodes. It finds nodes with the label cloud.google.com/gke-nodepool=linuxapps-pool. It schedules your Pod there. ✅ Node Pools = groups of nodes with the same configuration. Node Selectors = simple rules to make sure Pods land on the right nodes. Together, these give you fine-grained control over workload placement in GKE.  ( 7 min )

LLM (Large Language Model) is one of the most trending topics today. A few years ago, if you Googled this topic, you would see a very different scenario from what we see today. LLM development was a highly specialized activity for AI research. But today, if you Google “How to build an LLM from scratch” or “Should I build an LLM”, you will see a much different story. In general, there are four main steps to building an LLM: Data Curation / Data Collection Model Architecture Training at Scale Evaluation 1. Data Curation / Data Collection This is the very first step of building an LLM. It is also the most important and time-consuming step of the process. It is said that: “The quality of the model is driven by the quality of the data.” For example: GPT-3 was trained o…  ( 7 min )

A post by Mohammad Eka Satrya Putra  ( 5 min )

L'outil incontournable en cybersécurité : Wireshark Introduction Dans le paysage numérique actuel, la cybersécurité est devenue un enjeu crucial pour les entreprises et les particuliers. Avec la montée en puissance des attaques informatiques sophistiquées, il est essentiel de disposer d'outils efficaces pour protéger les systèmes et les données sensibles. Parmi les outils de cybersécurité les plus populaires et puissants, Wireshark occupe une place de choix. Wireshark est un analyseur de protocole réseau open-source largement utilisé dans le domaine de la sécurité informatique. Il permet d'inspecter les données qui transitent sur un réseau en temps réel et de les analyser en profondeur pour détecter d'éventuelles anomalies ou attaques. Capture de paquets : Wireshark peut captu…  ( 7 min )

Definition of the slice 1 screen (+ success state) 2 endpoints (POST /action, GET /status) 3 tests (happy, bad input, mocked failure) 1 metric instrumented (per attempt) Minimal folder skeleton /app /api # endpoints /ui # one screen + success /tests # 3 tests /metrics # logger/tracker Fastify stubs (copy‑paste) app.post('/action', async (req, reply) => { const { input } = req.body || {}; if (!input) { reply.statusCode = 400: return { error: 'missing input' }; } const id = Date.now().toString(); // TODO: enqueue or mock work return { id }; }); app.get('/status', async (req, reply) => { const { id } = req.query || {}; // TODO: return mocked result for demo return { id, state: 'done', result: { ok: true } }; }); Tests (Given/When/Then) Given valid input → When POST /action → Then receive id Given missing input → When POST /action → Then 400 Given id → When GET /status → Then state in {'queued','done'} and result? Instrumentation (pseudo) log('attempt', { id, ts }); log('success', { id, ts, useful: rating }); Ship boring. Learn fast. The goal isn’t elegance; it’s evidence. Full checklist + copy blocks → https://shipwithai.substack.com/p/pasta-al-dente-ship-a-one-feature?utm_source=devto&utm_medium=social&utm_campaign=issue_pasta_al_dente_week  ( 6 min )

The rise of AI, blockchain, and decentralized technologies has made clear communication more important than ever. It’s not enough to build great tools, someone has to explain them in a way that’s accessible, accurate, and compelling. That’s where technical writing comes in. Whether you’re a developer, designer, or someone transitioning into tech, learning how to write tutorials, documentation, and explainers is a skill that can open doors to: Better job opportunities in tech Freelance and consulting work Building your personal brand as a thought leader Contributing to open-source projects more effectively And here’s the truth: you don’t need to be a programmer to succeed in technical writing. You just need a technical skill, curiosity, and the ability to break down complex ideas for others. https://bit.ly/learntechnicalwriting It’s a 4-week guided program where I’ll help you: Learn the foundations of technical writing Create content that resonates with both developers and non-developers Build a portfolio you can use to land jobs or freelance gigs Develop the confidence to write clearly about fast-growing fields like AI and blockchain Clear communication is a career superpower. The best time to start learning it is now. 👉 Apply here to join the mentorship program. Learn and start writing, one day at a time  ( 6 min )

🔎 What is CORS? Cross-Origin Resource Sharing (CORS) is a browser security feature that controls how web applications request resources (APIs, images, fonts, etc.) from a different origin (domain, protocol or port). 👉 Example: Your React frontend runs at http://localhost:3000. Your Go API runs at http://localhost:8080. When React fetches data from Go API → this is a cross-origin request. Without proper CORS setup, the browser blocks the request for security reasons. CORS works via HTTP headers exchanged between the browser and server. Simple Requests Happen when: Method is GET, POST or HEAD Headers are only "safe" ones (Accept, Content-Type as application/x-www-form-urlencoded, multipart/form-data, text/plain) 👉 Example: GET /api/products HTTP/1.1 Origin: http://example-frontend.co…  ( 8 min )

It lets you copy any text directly from a PDF, and it automatically saves every snippet neatly inside a folder—organized and ready whenever you need it. No more juggling between apps. No more lost notes. Just simple, effortless text saving. Would love to hear your thoughts, feedback, or even feature ideas! 🙌 https://sites.google.com/view/pdfsnippetsofficialsite/home  ( 5 min )

Introduction react-router-dom's useNavigate is a useful tool for implementing page transitions in React. It's often used in cases like "navigating to another page when a button is pressed" or "dynamically switching pages using an input ID." This article clearly explains the basic usage of navigate and how to combine it with forms and input values. 1.First, obtain the function with useNavigate. import { useNavigate } from "react-router-dom"; const navigate = useNavigate(); 2.Navigate to a fixed page To navigate to a specific route, simply pass a string. navigate("/cards/register"); // Navigate to the new registration page 3.Passing values ​​dynamically Using template literals, you can embed input values ​​in the URL. const onSubmit = (data: any) => { navigate(`/cards/${data.userId}`); // Example: If userId is "hello", navigate to /cards/hello }; Summary useNavigate → Get the function navigate("/path") → Navigate to the page navigate(/cards/${data.userId}) → Dynamically navigate using the input value  ( 6 min )

Generative AI (GenAI) is no longer a futuristic concept—it’s already reshaping how developers write, test, and deploy code. From accelerating routine tasks to powering entirely new ways of building applications, GenAI is becoming an essential part of the modern software development toolkit. Generative AI refers to AI models that can create new content—text, images, code, and more—based on input prompts. In the context of software engineering, this means AI can help generate code snippets, documentation, test cases, architecture diagrams, and even design patterns. Instead of just searching for answers on forums, developers now collaborate with AI systems to speed up development cycles and reduce repetitive work. Faster Prototyping Improved Productivity Smarter Debugging Enhanced Colla…  ( 7 min )

Hollow Knight Silksong pits you against The Last Judge, a fierce boss guarding the Citadel at the end of Act 1. This guide lays out clear combat tips—timing your dodges, exploiting her openings, and equipping the right charms and upgrades—to help you topple her thronemaid. If you’d rather skip the headache, there’s a sneaky path through the Mist that bypasses her entirely. On top of fight tactics, you’ll find recommendations for the best gear to boost your offense and defense. And if visuals are more your thing, there’s a handy IGN video link showing exactly how to navigate the Mist and leave The Last Judge in your dust. Watch on YouTube  ( 6 min )

Everything Wrong With Dumb and Dumber In 18 Minutes Or Less CinemaSins takes a hilarious, nitpicky dive into the classic comedy Dumb and Dumber, counting every outrageous blunder, plot hole, and “did they really just do that?” moment—wrapped up in under 18 minutes of gleeful ribbing. Along the way they pitch their sponsor Trade (with a sweet 50% off), plug their main site and social channels, and remind you to join the sinning party on Discord, Reddit, TikTok, and beyond. Behind the scenes you’ll find a team of writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) and opportunities to share your own takes via a poll or support the squad on Patreon. Whether you’re here for the laughs or the top-tier movie critique, CinemaSins has you covered with more channels, merch, and mayhem than you knew you needed. Watch on YouTube  ( 6 min )

Mixing Night – Back to School Night (10/1/2025) Join 2X Grammy-winner Ken Lewis for a free live Mixing Night Q&A where he breaks down pro mixing techniques, shares insider tips from 30+ years in the major label world, and answers your burning questions on the mix bus, production, recording and career growth. Stick around for giveaways from Session Studio, Sound Radix and Bettermaker, and don’t miss links to subscribe, grab merch, unlock ALLCOMP and GreenHAAS deals, book Ken’s mix critiques, and explore all the extra resources on his sites and socials. Watch on YouTube  ( 6 min )

Penyair’s COLORS Debut: “Bambú” Colombian wordsmith Penyair (hailing from Suba, Bogotá) delivers a hypnotic, stripped-down performance of his brand-new single “Bambú,” marking his next move after the album Filantropía. His laid-back flow and introspective vibes take center stage, weaving poetic bars over minimal production. Staying true to COLORS’ signature aesthetic, the setup is ultra-clean and distraction-free, spotlighting the artist’s raw talent. If you’re into fresh sounds and soulful lyricism, this one’s a must-watch. Watch on YouTube  ( 6 min )

Thee Marloes Tear Up the KEXP Studio with “Over” Indonesian indie outfit Thee Marloes delivers a hypnotic live rendition of “Over” at KEXP, recorded August 1, 2025. Led by Natassya Sianturi’s soaring vocals and keys, the quintet—Sinatrya Dharaka on guitar/vox, Tommy Satrio on drums, Rhesa Filbert on bass/vox and Sandy Kusuma on percussion/vox—blends dreamy atmospheres with tight, math-rock rhythms. Hosted by Larry Mizell Jr., the session’s crisp sound is engineered by Kevin Suggs and mastered by Matt Ogaz, while a crew of five camera operators and editor Luke Knecht capture every moment. Check out more from Thee Marloes on Bandcamp or dive into other KEXP sessions at kexp.org. Watch on YouTube  ( 6 min )

Nation of Language lit up KEXP on August 4, 2025 with a sizzling live take on I’m Not Ready For The Change. The trio—Ian Devaney (guitar/vocals), Aidan Noell (keys/vocals) and Alex MacKay (bass)—laid down their dreamy synth-pop in the Seattle studio under Cheryl Waters’ watchful ear. Behind the scenes, Julian Martlew manned the audio board, joined by guest mixer Skinny Salazar and mastering ace Matt Ogaz, while Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht captured every angle on camera. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

The Ryder Cup's Unusual Custom Merch You Know Nothing About During the pandemic, Jon Millman started crafting custom ball markers just for fun—and now his hobby has turned into Tour-level swag. Rory McIlroy even used one of Millman’s markers to win the 2025 Masters and seal his career grand slam. Fast-forward to the 2025 Ryder Cup at Bethpage Black, and both Team Europe and Team USA will be sporting Golf Life Metals’ personalized ball markers, proving that the tiniest pieces of gear can make the biggest statements. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? Teeing off with the US Junior Champion was an absolute blast—an unforgettable day on the course that pushed our game to the next level. If you want in on the action, don’t miss our newsletter, hop into the Discord community, and catch us streaming live on Twitch. Gear up like the pros with our favorite sponsors: Rhoback apparel, Foresight Sports’ QuadMax launch monitor, Bushnell Pro X3 laser rangefinder, LAB putters, Takomo Golf, and Bruce Bolt gloves—all with exclusive discount codes just for you. Watch on YouTube  ( 6 min )

Ghost of Yōtei Review Meet Atsu, the game’s new hotheaded hero on a one-way road to vengeance. Ghost of Yōtei drops you into Feudal Japan’s jaw-dropping scenery and lets you carve through foes in a bloody rage. Between serene temple courtyards and brutal battlefield skirmishes, the contrast of beauty and violence keeps every moment tense and thrilling. Watch on YouTube  ( 5 min )

Solving This REAL Silent Hill f Puzzle Box Konami sent over a fully functional puzzle box inspired by one of the mind-bending riddles from Silent Hill f. In this video, we follow Kurt as he carefully inspects every hidden latch and secret panel, trying to unlock its mysteries. Will he crack the code or be left staring at a sealed box? Tune in to see the twists, turns, and satisfying “clicks” as each piece falls into place. Watch on YouTube  ( 6 min )

Resolving Volume Mounts Issue in Kubernetes Problem Statement The Nginx and PHP-FPM setup deployed on a Kubernetes cluster experienced a functionality halt that prevented website access through the standard interface. The deployment consisted of a single pod (nginx-phpfpm) with two containers and an associated ConfigMap (nginx-config). Investigation Commands: kubectl get pods -o wide kubectl describe pod nginx-phpfpm kubectl logs nginx-phpfpm -c nginx-container kubectl logs nginx-phpfpm -c php-fpm-container kubectl get configmap nginx-config -o yaml Key Findings: Pod status: Running (2/2 containers ready) Nginx listening on port 8099 instead of expected port 80 Service configured for port 8099:30008 mapping Volume mount path inconsistencies between containers The investigatio…  ( 7 min )

In today’s data-driven world, businesses are constantly seeking ways to make sense of large volumes of data. One of the most effective techniques for discovering hidden patterns is clustering—the process of grouping similar data points based on shared characteristics. Clustering allows organizations to uncover natural groupings in their data that may not be obvious at first glance. Think of clustering as creating “personas” for your data. For example, in retail, one cluster of customers may be budget-conscious shoppers who buy mostly discounted items, while another cluster may represent premium buyers who look for exclusivity and quality. By identifying these patterns, companies can tailor strategies, improve customer engagement, and optimize operations. Tableau, one of the leading busines…  ( 10 min )

Kubernetes Deployments: Rollbacks & Rolling Restarts In this guide, we’ll learn how to: Rollback a Deployment to a previous version Rollback to a specific revision Perform Rolling Restarts of an application By the end, you’ll understand how Kubernetes ensures safe rollbacks and seamless restarts with zero downtime. Kubernetes provides two main rollback strategies: Rollback to Previous Version → Quickly revert to the last known good state. Rollback to Specific Revision → Revert to any earlier revision tracked in rollout history. Additionally, Rolling Restarts allow you to restart pods in a controlled, zero-downtime manner. 1️⃣ Check Rollout History kubectl rollout history deployment/my-first-deployment 2️⃣ Review Each Revision Check annotations and images used in previous revisions. kub…  ( 7 min )

When working with objects, you sometimes want to prevent accidental changes to certain properties. TypeScript’s readonly modifier helps you lock properties so they can’t be reassigned after creation. readonly Modifier in Interfaces or Type Aliases You can add readonly directly to each property: type User = { readonly name: string; readonly age: number; }; name and age are both read-only. Once a User object is created, these properties cannot be reassigned. Example: const user: User = { name: "Safal", age: 10, }; user.age = 12; // ❌ Error: Cannot assign to 'age' because it is a read-only property TypeScript’s compiler enforces immutability at compile time. Readonly Utility Type Instead of writing readonly on every property, TypeScript provides a built-in utility type: type…  ( 7 min )

VoIP and SIP Essentials: A Deep Dive into Modern Voice Communication Introduction Voice over Internet Protocol (VoIP) has revolutionized communication, transforming how we make phone calls. Instead of relying on traditional circuit-switched networks, VoIP leverages the internet to transmit voice data as digital packets. At the heart of many VoIP implementations lies the Session Initiation Protocol (SIP), a signaling protocol responsible for establishing, modifying, and terminating multimedia sessions, including voice calls. This article will explore the essential aspects of VoIP and SIP, covering their prerequisites, advantages, disadvantages, features, and concluding with an outlook on their future. Prerequisites for VoIP Implementation Before diving into VoIP and SIP, it's crucial to …  ( 9 min )

In today’s highly competitive B2B market, businesses must adapt quickly to shifting customer expectations and increasing demands for efficiency. Manual sales processes often result in missed opportunities, slower responses, and reduced productivity. To overcome these challenges, companies are turning to software automation as a strategic tool for driving B2B sales growth. Streamlining Lead Management Effective lead management is crucial for B2B sales success. Automated tools can capture, score, and prioritize leads based on buyer intent and engagement levels. This ensures that sales teams spend their energy on high-quality prospects, significantly improving conversion rates and shortening sales cycles. Enhancing Customer Relationship Management (CRM) Automation brings a new dimension to CR…  ( 7 min )

TypeScript’s utility types help you avoid repetitive code when working with object shapes. Two of the most useful are Pick and Partial. Let’s break them down with a practical example. User Interface interface User { id: number; name: string; age: number; email: string; password: string; } This describes a typical User object with all required fields. Pick – Selecting Specific Properties Pick creates a new type by selecting a subset of properties from another type. type UpdateProps = Pick; Here: T is the source type (User). K is a union of property keys we want ("age" | "name" | "email"). The resulting UpdateProps is equivalent to: type UpdateProps = { age: number; name: string; email: string; }; This is perfect when, for examp…  ( 7 min )

Introduction When you launch a startup, the first impression often comes from your website. A slow, unreliable, or insecure site can turn potential customers away before they even see your product. In this guide we’ll walk through the essential hosting and domain practices that keep your site fast, safe, and scalable—all without breaking the bank. Startups typically choose between three main models: Shared Hosting – Cheapest, but resources are shared with many other sites. Good for MVPs with low traffic. Virtual Private Server (VPS) – Dedicated slice of a physical server. Offers more control and predictable performance. Managed Cloud (e.g., AWS Lightsail, DigitalOcean App Platform, Vercel) – Handles scaling, backups, and security patches for you. Tip: Start with a managed VPS or cloud se…  ( 8 min )

Introducing Gettemplate.website Press enter or click to view image in full size Hello and welcome As a founder, I have been working on this new product for the past 3/4 months, and after a decent launch, I’ve decided to revamp the website, but before that, let me tell you what I've made. As developers, we’ve all been there — spending hours setting up the same boilerplate, adjusting Tailwind configs, reusing the same auth flow, or copy-pasting dashboard layouts from old projects. It’s not fun, and honestly, it slows us down. That’s exactly why I started GetTemplate.website. In 2025, you shouldn’t have to rebuild the wheel just to launch a portfolio, a landing page, or a SaaS dashboard. With GetTemplate, it’s literally one click to access the full source code of any template you like. What makes it different? Tons of Templates 🚀 Landing pages & portfolios Dashboards & CRM systems Payment & checkout flows Tables, forms, and even AI UI kits Each one comes with download-ready source code. No fluff, no “demo-only” designs — real code you can use right away. Whether you’re: an indie hacker validating an idea, a freelancer shipping fast for clients, or a dev who just wants to skip the boring setup work — GetTemplate saves you time and helps you focus on what actually matters: building features, not boilerplates. 👉 Try it out: gettemplate.website I am consistently adding more templates as well as premium templates on the same, stay tuned and do check the website Shrey  ( 6 min )

Understanding GitLab Scheduled Pipelines and YAML Configuration In GitLab, A scheduled pipeline allows automated execution of jobs at specific times using cron expressions. The .gitlab-ci.yml file defines the pipeline’s structure, including stages, jobs, and the scripts to run. Each job can specify rules or only: [schedules] to control when it runs, ensuring scheduled jobs don’t trigger on pushes or merge requests. When a schedule is created in the GitLab UI, it targets a branch and defines the timing and optional variables. At the scheduled time, GitLab triggers a pipeline on the selected branch with CI_PIPELINE_SOURCE="schedule". The runner picks up jobs whose rules match the scheduled context and executes the defined scripts. Job logs and statuses are captured in GitLab for moni…  ( 6 min )

This is a submission for the KendoReact Free Components Challenge. We embedded a Kendo React DataGrid directly inside JupyterLab. From within a notebook, you can now: 🔎 Interactively filter and sort data 📋 Select specific cells or rectangular ranges 📑 Copy data in different formats 🔍 Search across the grid 📊 Visualize the same data in charts (bar, pie, scatter) — all without leaving JupyterLab 🎬 Demo View the repository Grid & Data Components: Grid Column GridToolbar GridPdfExport ExcelExport ExcelExportColumn Input & Controls: Button ButtonGroup Checkbox Input DropDownList MultiSelect UI & Feedback: Popup Notification NotificationGroup Slide Dialog DialogActionBar Additional Packages: @progress/kendo-data-query @progress/kendo-react-icons ✨ Key Highlights: Fully interactive data exploration inside JupyterLab Charts and data grids work seamlessly in one environment Developers can quickly analyze, filter, and export data without switching apps  ( 6 min )

In this guide, we’ll learn how to update Kubernetes Deployments in Google Kubernetes Engine (GKE) using two methods: kubectl set image (direct image update) kubectl edit deployment (manual YAML edit) We’ll also verify rollout status, ReplicaSets, Pods, and rollout history step by step. Kubernetes supports updating Deployments in two ways: Set Image → Quick way to update the container image directly. Edit Deployment → Manual way to edit deployment YAML and change the image (or other fields). By default, updates are performed using a rolling update strategy, ensuring zero downtime. 1️⃣ Get Container Name from Deployment kubectl get deployment my-first-deployment -o yaml 2️⃣ Update Deployment to V2 kubectl set image deployment/my-first-deployment \ kubenginx=ghcr.io/stacksimplify/kubenginx…  ( 7 min )

🚀 Say Goodbye to pip Wait Times – Meet uv, the Flash of Python Package Managers ⚡🐍 Tired of waiting for pip install to finish like it’s downloading a 90s dial-up mixtape? Well, hold on to your virtualenvs, folks — because uv is here, and it’s built like a Pythonic Tesla 🚗⚡ 🦄 What is uv? uv is the cool, fast, and intelligent cousin of pip, venv, pip-tools, and poetry. powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex" 🧠 One tool to rule them all ⚡ Speed that makes pip cry 📦 Smarter dependency resolution "ERROR: Cannot install X and Y because of Z. You're on your own, buddy." uv handles it like a pro. It doesn’t just solve dependencies; it negotiates peace treaties between them. 🔐 Built-in virtual environments uv venv uv sync It will install below dependencies , it consist of most AI related tools because this sync reads from pyproject.toml file and do the magic for you. Installed tools Boom. Virtual environment. Activated. No goat sacrifices required. 📝 Lock files that actually lock things 🛠️ Example Workflow (a.k.a. less pain, more Python): uv venv # Create a virtual environment All this at warp speed, without cluttered logs or broken hearts 💔 🤔 But do I still need to install Python? Well, yes. Kind of. uv ships with its own embedded Python, but if you want to do Python-y things like running python my_script.py, you should still install Python globally. TL;DR: Use uv if you like: Speed 🚀 Sanity 🧘 One tool instead of 17 🔧 Actually working environments without crying 😢 Go ahead. Try uv. Your future self (and your CI pipeline) will thank you. Because life’s too short for slow installs and broken dependency trees.  ( 7 min )

Linear regression is an important algorithms in machine learning. It models the relationship between a dependent variable (target) and one or more independent variables (features) by fitting a linear equation (for example a line) to observed data. This blog will walk through the mathematics behind linear regression models. Linear regression finds a linear function that best predicts the target variable y based on predictor variables x. The model equation is: y=m0+m1x1+m2x2+…+mnxn y = m_0 + m_1 x_1 + m_2 x_2 + \ldots + m_n x_n y=m0​+m1​x1​+m2​x2​+…+mn​xn​ where m0m_0 m0​ is the intercept and m1,m2,…,mnm_1, m_2, \ldots, m_n m1​,m2​,…,mn​ are the coefficients (weights) for features x1,x2,…,xnx_1, x_2, \ldots, x_n x1​,x2​,…,xn​ . In linear regression we aim to find optimal v…  ( 9 min )

In this guide, we’ll explore Kubernetes Deployments using the imperative way on Google Kubernetes Engine (GKE). Create Deployment Scale the Deployment Expose Deployment as a Service Update Deployment Rollback Deployment Rolling Restarts What is a Deployment? A Deployment in Kubernetes is a higher-level abstraction that manages Pods and ReplicaSets. It allows you to define: The container image to run The number of replicas (Pods) Update strategies (rolling updates) Rollback in case of failures What can we do with a Deployment? Using a deployment, you can: Roll out new application versions Scale the number of Pods up/down Ensure self-healing (Pods restart if they fail) Perform rolling updates & rollbacks Expose applications internally or externally Let’s create a simple Nginx deployment wi…  ( 7 min )

Penyair – Bambú | A COLORS SHOW Penyair, hailing from Suba, Bogotá, stops by the COLORS stage with a meditative performance of his brand-new single “Bambú,” following his latest album Filantropía. The stripped-back setting lets his soulful flow and intricate wordplay shine. COLORSxSTUDIOS is all about minimalism and raw talent, spotlighting standout artists worldwide on a clean, distraction-free stage that’s perfect for discovering fresh sounds. Watch on YouTube  ( 6 min )

Thee Marloes roll into KEXP’s Seattle studio on August 1, 2025 for an electrifying live take on “Over.” Frontwoman Natassya Sianturi leads on vocals and keys, backed by Sinatrya Dharaka (guitar/vox), Tommy Satrio (drums), Rhesa Filbert (bass/vox) and Sandy Kusuma (percussion/vox). Host Larry Mizell Jr. keeps the vibe rolling while Kevin Suggs mixes and Matt Ogaz handles mastering. Cameras Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht (also editor) catch every moment of this raw, energetic performance. Crave more? Head to their Bandcamp or kexp.org—and don’t forget to join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Nation of Language – “I’m Not Ready For The Change” (Live on KEXP) Nation of Language hit the KEXP studio on August 4, 2025 to deliver a spirited live version of “I’m Not Ready For The Change,” with Ian Devaney shredding guitar and vocals, Aidan Noell on keys, and Alex MacKay thumping the bass. Host Cheryl Waters guided the session as audio engineers Julian Martlew and Skinny Salazar (plus mastering by Matt Ogaz) captured every note, while cameras from Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht (edited by Beckmann) brought the performance visually to life. Dive into the full session at KEXP.org or swing by nationoflanguage.com for more. Feeling extra supportive? Join their YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

Jon Millman turned a pandemic hobby into Golf Life Metals, crafting custom ball markers that caught fire on Tour—most notably helping Rory McIlroy clinch the 2025 Masters and seal his career grand slam. Now his one-of-a-kind markers will be in every player’s pocket at Bethpage Black, as Golf Life Metals supplies both Team Europe and Team USA with bespoke goodies for the 2025 Ryder Cup. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? We had an absolute blast hitting the course with the US Junior champ—seriously, such a cool experience you’ve got to check out! Don’t forget to join our newsletter at The Bryan Brief, hop into our Discord, and catch us live on Twitch for more golf fun. We’ve teamed up with some awesome gear partners—Foresight Sports, Bushnell, LAB Putters, Takomo, Rhoback and Bruce Bolt Gloves—all with sweet discounts (codes in the description). Hit that subscribe button on YouTube and follow us on Twitter, Facebook and Instagram to stay in the loop! Watch on YouTube  ( 6 min )

Ghost of Yōtei throws you into a revenge saga led by Atsu, a fresh face whose thirst for justice propels the story forward. His journey weaves through the serene yet unforgiving landscapes of Feudal Japan, where every cherry blossom hides a blade. This stealth-action adventure balances moments of breathtaking beauty and brutal combat, delivering a gripping tale that keeps you on edge from start to finish. Watch on YouTube  ( 5 min )

TL;DR Konami sent Kurt a real-life puzzle box based on a challenge from Silent Hill f. The article/video follows him as he digs into its mysterious mechanisms and tries to crack it open. Watch on YouTube  ( 5 min )

PC Gaming Show Tokyo Direct 2025 Livestream Get hyped for PC Gamer’s first-ever Tokyo Direct on September 28, broadcasting live from Tokyo Game Show! Expect over 30 games in development, world‐premiere announcements, fresh trailers and behind‐the‐scenes chats with developers, all hosted by Elle Osili Wood and PC Gamer’s own Midas. Mark your calendars for 9 AM PT / 12 PM ET / 5 PM BST / 1 AM JST on September 28—this is one livestream you won’t want to miss! Watch on YouTube  ( 6 min )

1. Setting up Environment Firstly, navigate to your project cd path/to/your/project and run the command python -m venv venv . This creates a virtual environment in your project's root directory called venv. Secondly, activate the created virtual environment by running the command source venv/bin/activate on mac or linux. source venv/Scripts/activate for GitBash A virtual environment isolates your projects python dependencies from the rest of your system. This means you can have multiple projects in the same machine, each with its own python version and library version without conflict. This also makes it easier to share your projects with others by listing all your dependencies on a requirements.txt file Once you activate your virtual environment, your terminal prompt will change. You…  ( 8 min )

Ever Googled an error 20 times before it finally made sense? 😅 Every developer has been there — staring at an error message that feels like it was written in a different universe. But here’s the twist: Googling errors isn’t a weakness. It’s actually a superpower. Here’s why 👇 When I started coding, I felt embarrassed that I couldn’t just “know” the answer. But then I realized: Even senior devs Google error codes. Debugging is 50% of the job. StackOverflow, GitHub issues, and documentation are part of a developer’s toolkit. Instead of memorizing everything, I learned how to ask better questions. For example: The second one leads to real answers. One day, it clicked: The goal isn’t just fixing the current bug, but recognizing patterns in problems. Infinite loops in React? → Usually state dependencies. API not connecting? → Maybe CORS or missing headers. SQL query failing? → Check data types and constraints. Once you see the patterns, you start solving errors faster, without needing to search every single time. If you’re a beginner dev, remember: So next time you hit an error, don’t stress — smile. You’re literally leveling up. 💪  ( 6 min )

List: A List in Java is an ordered collection from the Collection framework that allows duplicate elements and provides index-based access. Key Features of List: 1)Ordered collection → Elements are stored in insertion order. Common Implementations of List: ArrayList → Fast for searching, slow for insertion/deletion in middle. LinkedList → Fast for insertion/deletion, slower for searching. Vector → Similar to ArrayList but thread-safe. Stack → Follows LIFO (Last In First Out) principle. ArrayList: An ArrayList in Java is a resizable array implementation of the List interface. Key features of ArrayList: ArrayList is a class in java.util package. It is a resizable array implementation of the List interface. It stores elements in insertion order. It allows duplicate elements. It provides index-based access to elements. Commonly Used Methods: add(E e) -> Add element add(int index, E e) -> Insert at position get(int index) → Get element by index set(int index, E e) -> Update element remove(int index) / remove(Object o) → Remove element size() → Number of elements contains(Object o) -> Checks if element exists clear() → Removes all elements addAll(Collection c) -> Adds all elements from another collection. removeAll(Collection c) -> Removes all elements that exist in another collection. retainAll(Collection c) -> Keeps only the elements that exist in another collection (intersection). isEmpty() -> Checks if the ArrayList is empty. indexOf(Object o) -> Returns the index of the first occurrence of the element. lastIndexOf(Object o) -> Returns the index of the last occurrence of the element.subList(int fromIndex, int toIndex) Returns a part of the list (view). toArray() -> Converts ArrayList into an array. clone() -> Creates a shallow copy of the ArrayList.  ( 6 min )

What if the next generation of "users" aren’t people at all—but machines? We’ve spent decades refining UX for humans—buttons, menus, navigation flows, accessibility, delight. But AI agents don’t click, scroll, or tap. They consume, interpret, and act. This shift forces us to ask: how do you design a "user experience" when the user isn’t human? AI agents are rapidly becoming decision-makers: They read and interpret APIs. They parse structured and unstructured content. They negotiate between services without human oversight. If you don’t design your systems for machine interpretability, you risk being invisible in the AI-driven economy. Imagine an AI assistant that can’t understand your site’s layout or your service’s documentation. It won’t recommend you. It won’t use you. That’s the new…  ( 7 min )

Hey devs 👋 Remember when swapping meta tags or adding a few backlinks could boost your site traffic? That playbook feels ancient now - like a build that only fails in production. Search is shifting fast, and the rules aren’t written for humans anymore… they’re written for AI engines. I was listening to a podcast with Dharmesh Shah (HubSpot’s founder), and AI isn’t just tweaking search—it’s completely reshaping it. Across industries, organic Google traffic has dropped 20–40% because people no longer click through blue links. They ask ChatGPT, Perplexity, or Gemini and get instant, synthesized answers - no browsing required. For developers building web apps, SaaS tools, or even side projects, this shift to AI Engine Optimization (AEO) is the new battlefield. Let’s break it down dev-style -…  ( 8 min )

Exploring Claude Code After Copilot and Cursor I’ve spent quite some time experimenting with different AI coding assistants. GitHub Copilot and Cursor have been my primary tools in the past. Copilot is great for inline completions but still struggles with deeper code context. Cursor can understand the entire project context and is a powerful coding companion. I got access to Claude Code and decided to put it through its paces. It integrates with shell commands, scripts, and workflows that don’t rely on a full-blown GUI. My goal? To understand how well it can work with complex environments. Can it become a serious part of my daily workflow? Working Across Modern and Legacy Repos We build in a Turbo + Next.js monorepo. Everything lives together: multiple deployable apps, shared packages,…  ( 14 min )

If you’ve ever reached the end of a calculation and wondered, “How many digits am I allowed to keep?”, this guide is for you. Below you’ll find the core rule when multiplying and dividing significant figures, quick steps, worked examples, and common pitfalls—so your answers are accurate and defensible on labs, tests, and reports. The golden rule (memorize this) Quick 4-step method Compute using full precision (use your calculator; don’t round midway). Identify the limiter: the value with the fewest sig figs. Round the final result to that many significant figures. Tip: Only round once—at the very end—to avoid compounding rounding error. How to count significant figures (refresh) Zeros between non-zeros are significant: 1003 → 4 sig figs. Leading zeros are not significant: 0.0045 → 2 sig fi…  ( 8 min )

Imagine a world where your database doesn’t just hold data—it understands it, learns from it, and even helps you make decisions in real time. Sounds futuristic? Maybe. But with AI-driven systems becoming mainstream, this question is no longer science fiction—it’s a challenge developers and businesses need to think about today. Traditionally, databases were like vaults: They stored data. They retrieved it when asked. They left the thinking to developers and applications. But modern systems are drowning in data. The value is not in how fast you can retrieve it, but in how intelligently your database can help you act on it. For example: Recommendation engines in e-commerce learn what users want before they even search. Fraud detection systems analyze patterns in real time to block suspiciou…  ( 7 min )

👋 Hey builders, That’s why I wrote this guide, to walk you step-by-step through how I managed to connect a React + Vite frontend to an ink! smart contract using PAPI (Polkadot-API). Spoiler alert: once I figured out the workflow, it felt less like rocket science and more like following a recipe. 🚀✨ Why this guide? Instead of drowning in docs and scattered tutorials, I wanted a single walkthrough that shows: How to build & deploy an ink! contract. How to generate type-safe bindings with PAPI. How to make a frontend talk to the contract through a wallet. If you’ve been curious about ink! + PAPI but don’t know where to start, this article is for you. 🙌 Polkadot-API (PAPI) is the modern, modular JavaScript/TypeScript SDK for building dApps in the Polkadot ecosystem. It provides str…  ( 8 min )

In today’s economy, every business claims to be “data-driven.” Yet for many, the reality feels more like drowning in data than harnessing it. Vital information is often buried in numerous documents, emails, and tools, leaving employees frustrated and hindering decision-making. Instead of fueling innovation, data often turns into a daily obstacle course. This is what many leaders are calling the knowledge management crisis. When knowledge is scattered across disconnected systems, the cost to the business is massive — and often invisible until it becomes critical. Research shows just how significant the impact can be: Employees spend 3.6 hours a day just searching for what they need — that’s weeks of lost productivity every year. Data silos waste around 12 hours per week per employee, slowi…  ( 8 min )

CI/CD: Tự Động Hóa Quy Trình Phát Triển Phần Mềm 🚀 Quy trình phát triển phần mềm truyền thống thường theo mô hình “thác nước” (Waterfall). Các giai đoạn như lập trình, tích hợp, kiểm thử, và triển khai diễn ra tuần tự. Điều này dẫn đến việc phát hiện lỗi muộn và khó khăn trong việc duy trì tính ổn định khi tích hợp nhiều thay đổi cùng lúc. CI/CD (Continuous Integration / Continuous Delivery/Deployment) ra đời như một giải pháp đột phá nhằm tự động hóa toàn bộ quy trình, giải quyết các vấn đề trên, giúp tích hợp mã nguồn thường xuyên, kiểm thử liên tục và triển khai một cách an toàn. Là quá trình các lập trình viên liên tục tích hợp và kiểm tra mã nguồn của bản thân vào một kho mã nguồn chung của dự án (ví dụ: Git). Quá trình kiểm tra sẽ diễn ra một cách tự động nhằm đảm bảo code chạy đ…  ( 10 min )

"Is there a game you don't have to play?" This is a famous line from the Japanese manga "Hamari-michi." It expresses the desire for a game that offers the satisfaction of playing without the effort, a sentiment I understand well. In this day and age, let's leave the tedious tasks to AI. Better yet, since making a game is also a chore, why not have an AI create it and play it for us? / narrative-engine Narrative Engine [English | 日本語] 🎮 Project Overview A project where AI creates games and AI plays them, allowing humans to watch game replays without doing anything Narrative Engine is an AI-driven fully autonomous TRPG system. AI coding agents (Codex, Claude Code, etc.) function as both Game Master (GM) and players, executing and recording complete TRPG sessions withou…  ( 8 min )

An honest, step-by-step recount of why client-side AI failed in my personal project and how switching to a server-only approach saved me weeks of frustration. When I first started this project, I had an ambitious vision: create an AI system that runs entirely on the client, keeping user data private. My goals were straightforward: Rewrite text into easier-to-pronounce phrases Analyze fluency in real time Give pacing advice for stuttering Offer interactive roleplay conversations Ensure zero data leaves the user's device I imagined a system where users could get AI assistance without ever sending sensitive speech or text data to a server. It sounded perfect. Reality was very different. Weeks of debugging fundamental browser incompatibilities, memory crashes, and internal library bugs …  ( 10 min )

Mixing Night with Ken Lewis – Back to School Night (10/1/2025) Join 2-time Grammy winner Ken Lewis for a free, monthly live audio Q&A where he demos pro mixing techniques, answers production and career questions, and shows how he crafts gold & platinum hits. Tune in on October 1st to get real-time insights straight from a veteran with 30+ years in the major-label game. Expect practical advice on the mix bus, recording and music production, plus giveaways from Session Studio, Sound Radix, and Bettermaker. Don’t forget to subscribe on the Mixing Night Audio channel and check out Ken’s merch, mix critiques, and other resources linked on MixingNightAudio.com. Watch on YouTube  ( 6 min )

Penyair from Suba, Bogotá steals the spotlight on COLORS with a meditative, stripped-back performance of his new single Bambú, following his album Filantropía. The set is all about his hypnotic vocals and minimalist vibe. COLORSxSTUDIOS is an aesthetic music platform showcasing fresh global talent on a distraction-free stage, with a 24/7 livestream and curated playlists on YouTube, Spotify and Apple Music. Watch on YouTube  ( 6 min )

Thee Marloes – “Over” (Live on KEXP) On August 1, 2025, Indonesian indie-pop outfit Thee Marloes hit KEXP’s studio to deliver a spirited live take on their track “Over.” Natassya Sianturi (vocals/keys), Sinatrya Dharaka (guitar), Tommy Satrio (drums), Rhesa Filbert (bass) and Sandy Kusuma (percussion) bring infectious energy, all under the expert ears of host Larry Mizell Jr., audio engineer Kevin Suggs and mastering guru Matt Ogaz. Camera wizards Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht captured every moment before Luke edited it all into a tight package. Dive deeper via Thee Marloes’ Bandcamp or KEXP’s site—and consider joining their YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Nation of Language – “I’m Not Ready For The Change” (Live on KEXP) KEXP.ORG invited synth-tinged post-punk trio Nation of Language into their studio on August 4, 2025, to perform a fiery live version of “I’m Not Ready For The Change.” Fronted by Ian Devaney (guitar/vocals), with Aidan Noell on keys and vocals and Alex MacKay on bass, they deliver tight melodies and brooding energy straight to your ears. Behind the scenes, Cheryl Waters hosts while Julian Martlew (audio), Skinny Salazar (guest audio/mix) and Matt Ogaz (mastering) nail the sound. Cameras roll courtesy of Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht (Beckmann also edits). Watch the full session at nationoflanguage.com or kexp.org, and join KEXP’s YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

The War Songs of Greenwich Village This snippet introduces “The War Songs of Greenwich Village” while giving a big shout-out to Noah Lefevre’s new book Century of Song: The Songs That Shaped America. You can grab it at Barnes & Noble, Blackwells, Amazon, or Indigo—link fest included! For a taste of the sound, there’s also a demo of “The Foggy Dew” by Dancing Willow up on Wikimedia Commons. Perfect if you’re craving some old-timey folk vibes. Watch on YouTube  ( 6 min )

The Ryder Cup’s Secret Weapon: Custom Ball Markers Who knew a lockdown hobby could turn into golf’s hottest collectible? Jon Millman started crafting custom ball markers during the pandemic, and they’ve since become essential gear for Tour pros—most notably when Rory McIlroy used one to win the 2025 Masters and complete his career grand slam. Now rebranded as Golf Life Metals, Millman’s signature markers are heading to Bethpage Black, as both Team Europe and Team USA gear up with these bespoke tokens for the 2025 Ryder Cup. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? Bryan Bros had an epic day teeing off alongside the US Junior Champion—talk about a cool experience! They’re buzzing about the round and inviting everyone to subscribe to their newsletter, join their Discord, catch them on Twitch, and follow across social channels to keep the golf fun going. Plus, they’ve lined up a bunch of gear hookups and discount codes: from Rhoback apparel and Foresight Sports launch monitors to Bushnell lasers, LAB putters, Takomo clubs, and Bruce Bolt gloves. Check out the links in their description if you want in on the deals! Watch on YouTube  ( 6 min )

Ghost of Yōtei Review Ghost of Yōtei flips the script with Atsu, a fresh protagonist whose thirst for vengeance drags you into a world where serene shrines stand beside blood-soaked battlegrounds. Every moment pulses with tension as you carve your path through Feudal Japan’s breathtaking scenery and brutal conflicts. Watch on YouTube  ( 5 min )

Solving a REAL Silent Hill f Puzzle Box Konami just ramped up our fanboy excitement by sending over a life-size, fully functional puzzle box straight out of Silent Hill f. No CGI here—this is the real deal, complete with all the creepy lore vibes. Enter Kurt, our fearless puzzle-buster, as he wrestles with every twist, turn, and riddle etched into this enigmatic artifact. Will he conquer the mystery, or will the box’s eerie secrets remain locked away? Stay tuned. Watch on YouTube  ( 6 min )

PC Gaming Show Tokyo Direct 2025 is landing live from Tokyo Games Show on September 28! Hosted by Elle Osili Wood and PC Gamer’s own Midas, expect over 30 in-development games, world-premiere announcements, fresh trailers, behind-the-scenes dev interviews and the biggest floor features TGS has to offer. Tune in at 9 am PT / 12 noon ET / 5 pm BST / 1 am JST for all the action and surprise reveals. Watch on YouTube  ( 6 min )

C. Viper’s making a triumphant return in Street Fighter 6, arriving October 15, 2025. In this sneak peek, two Level 7 CPUs duke it out to show off her gadget-fueled moves—expect flashy combos, explosive tech, and next-level trickery. Watch on YouTube  ( 5 min )

The Conference That Took Away All My Excuses The Scars of a Career Changer “I have scars. Some that I’m proud of. Some that I hide with facial hair.” Danny Thompson spoke these words directly to my soul. He was commenting on the cost of wisdom gained through experience—the marks from lessons learned in tech and AI. But all I heard was a description of my own journey. My scars are the marks of previous, failed attempts to change careers; the times I was an outsider looking in. Over the years, I found what seemed like “reasonable” excuses to abandon my dreams. The 2025 Commit Your Code Conference took every single one of those excuses away. I’m a civil engineer who dreams of working in tech. I’ve been teaching myself Linux and Python, following a curriculum to become a cloud eng…  ( 9 min )

I’m currently learning Full-Stack Development, and as part of my journey I built a portfolio clone project to sharpen my HTML, CSS, and JavaScript skills. This project was a great way to understand the basics of structure, styling, and animation in modern web development. source code / javascript_projects Portfolio Website Frontend Clone 🔗 Live Demo Check out the live version here: Live Site Overview A sleek, modern portfolio website built with HTML, CSS, and JavaScript. This project demonstrates front-end development skills through clean design, interactive elements, and smooth animations. It's a clone inspired by professional portfolios, featuring sections for hero/intro, skills/projects/certifications, about me, subscribe, and footer. Perfect for showcasing as a p…  ( 7 min )

I'm exploring whether client-side code processing is the future of developer tools. Here's my approach with Formatic: The Problem Formatting happens entirely in the browser Zero data sent to servers (even for translation via secure token proxy) Open architecture for transparency // Simplified flow userCode => Web Worker => Formatted Output // No server round-trip! How would you improve this architecture? What security concerns should I address? Interested in collaborating? Try the MVP: formatic.xyz - it's frontend-only but shows the vision. Question for the community: Would you contribute to an open-source, privacy-focused formatter?  ( 6 min )

📰 Major Tech News: September 26, 2025 Om Shree ・ Sep 27 #ai #blockchain #security #science  ( 5 min )

September 26, 2025, emerged as a day of stark contrasts in the tech arena: triumphant leaps in AI personalization clashed with deepening cybersecurity crises, while regulatory hammers fell on data monopolies and supply chain vulnerabilities. Building on yesterday's quantum and infrastructure buzz, today's headlines spotlighted Meta's audacious metaverse pivot, a massive ransomware wave targeting hospitals, and the EU's aggressive push against U.S. cloud dominance. With global AI investments cresting $200 billion in Q3 alone, these stories reveal a sector hurtling toward ubiquity—yet teetering on the brink of fragmentation. Stock markets reflected the volatility: Nasdaq dipped 1.2% on cyber fears, while AI pure-plays like Palantir soared 4% on defense contracts. Synthesizing insights from l…  ( 9 min )

🎯 El Desafío Real Imagina por un momento que eres un abogado laboralista en Paraguay. Un cliente te llama preguntando: "¿Cuál es la duración máxima del período de prueba para trabajadores no calificados?" Tienes dos opciones: Buscar manualmente en el Código del Trabajo (Ley Nº 213) - un documento de 410 artículos organizados en 5 libros, 31 capítulos Confiar en tu memoria - arriesgándote a dar información incorrecta o incompleta Este escenario se repite cientos de veces al día en Paraguay. Abogados, consultores de recursos humanos, estudiantes de derecho, y hasta trabajadores comunes necesitan acceso rápido y preciso a información legal laboral. 📊 La Magnitud del Problema El Código del Trabajo de Paraguay no es solo un documento - es un ecosistema complejo: 410 artículos distribuido…  ( 8 min )

Repository and Issues For Lab 3 I worked on my own repository ContextWeaver. I created two issues to represent the features I wanted to implement. Issue #3 described adding a verbose mode flag, while Issue #4 described adding a line numbers mode. Each issue was linked to its own topic branch, and when both were complete they were merged into the main branch. The merge commit can be seen here: https://github.com/kkrishnan10/ContextWeaver/commit/f6e5cb7. To begin, I created two separate topic branches, one for each issue. On the branch for Issue #3, I implemented a verbose mode feature. This feature adds a --verbose or -V flag, which prints progress messages to stderr while scanning and reading files. For example, the tool now outputs “Processing directory: …” and “Reading file: …” so that…  ( 8 min )

In our previous blog, how the Web Talks to Django, we saw how Django handles requests and responses internally. Now that you have a clear picture of what happens when a user types a web address and hits enter, it’s time to take the next step: building that bridge between the browser and your Django code. In this blog, we’ll focus on Django’s URL system, the backbone of how requests find their way to the right view(" a chunk of Python code"). We will explore more about **views **later. You’ll learn how to set up a Django project, declare URLs, organize them into logical groups, and even extract useful information directly from the URL to use in your views. We’ll walk step by step through setting up your first Django project and running it locally. Django runs on Python, so the first step is…  ( 11 min )

Unveiling AI's Hidden Sculptor: From Neurons to Stunning 3D Art Ever dreamed of turning pure math into breathtaking 3D sculptures? Existing methods often fall short, leaving us with blocky, imprecise representations of the complex forms we seek. It's like trying to carve a masterpiece with a blunt chisel. But what if we could coax these shapes directly from the neural network's mind, revealing their hidden artistry? The core idea lies in tracing the "contours" defined by individual neurons within the network. Imagine each neuron as a sculptor, defining a plane that separates one region of space from another. By intelligently traversing these planes, we can extract incredibly detailed surfaces from the neural representation itself, bypassing the limitations of traditional sampling methods…  ( 7 min )

IGN’s Big Chat with Dan Houser On Saturday, September 27 at Noon PT / 3 PM ET, IGN Senior Executive Editor Ryan McCaffrey sits down with Rockstar Games co-founder Dan Houser at LA Comic Con 2025. Expect a relaxed, behind-the-scenes convo with the legendary writer and creative director of Grand Theft Auto and Red Dead Redemption. They’ll dig into the legacy and cultural impact of Houser’s past hits, then shift gears to tease what he’s cooking up now at his new studio, Absurd Ventures. Whether you’re into GTA lore or just curious about his next big move, this is one chat you won’t want to miss. Watch on YouTube  ( 6 min )

Introduction Launching a startup means you’re juggling product development, marketing, and fundraising—all while trying to keep your online presence reliable and secure. Your web hosting and domain choices are the foundation of that presence. A mis‑configured server or a flaky DNS setup can cost you customers, credibility, and even compliance headaches. Below are seven practical tips that help you get the basics right and scale smoothly. Startups often begin with a modest budget, but traffic can spike after a launch or a press mention. Look for providers that: Offer auto‑scaling or easy vertical upgrades. Provide transparent pricing for bandwidth and storage. Support popular stacks (Node, Python, Ruby, PHP) out of the box. Include a staging environment for safe testing. Avoid cheap share…  ( 8 min )

Yo! tips imaginary cowboy hat But hear me out. This one’s different. Why? Because it’s my very first tutorial blog. And you know what they say: you never forget your first. ;) From Rejection to Experiment A little backstory: I’ve been job hunting these past few months. After multiple interview rounds with one company, I finally got the dreaded rejection email. Ouch. Here’s the upside, though — the take-home assignment they gave me planted an idea. The task was to build a “mini” version of their visual page builder: the usual drag-and-drop editor hooked up to an iframe preview. Standard fare. But while writing unit tests, I couldn’t stop thinking about Cypress. You know the way Cypress puts on a little show for you when it runs tests in front of you. And then it occurred to me: what if in…  ( 8 min )

For developers, learning a new framework often feels like starting from scratch. But with AI, I’ve been able to cut my learning curve in half. Here’s how I use it to master frameworks faster and with less frustration. 1️⃣ Summarising Documentation Instead of reading 200 pages, I let AI summarise what I actually need. 💡 Prompt Example: “Summarise the key concepts of [framework] documentation into 10 bullet points for a developer familiar with [language].” Why: You get a high-level map before diving deep. 2️⃣ Creating Quick Start Guides I often ask AI to build a starter template or mini-project. 💡 Prompt Example: “Generate a starter project in [framework] with routing, state management, and authentication.” Why: Seeing the basics in action accelerates understanding. 3️⃣ Explaining Concept…  ( 9 min )

When working with cloud infrastructure on Amazon Web Services (AWS), networking is one of the most essential aspects. One common question beginners have is: 👉 “How can I keep the same public IP address for my server, even if I restart or stop it?” That is where Elastic IP (EIP) comes in. In this guide, I will dive into Elastic IP addresses, covering everything from basic concepts to advanced usage and best practices. An Elastic IP (EIP) is a static, public IPv4 address provided by AWS. Unlike normal public IPs that can change when you stop/start an EC2 instance. Elastic IPs remain constant and can be remapped to any instance in your AWS account. Think of it as: Dynamic Public IP = like our home Wi-Fi, which changes after reboot. *Elastic IP * = like owning a permanent office address. Her…  ( 7 min )

Overview For this weeks lab we were tasked with adding two new features to our project, and working with multiple branches and merging them back to main. This was good practice for me as I was always a little intimidated to work with branches and just worked off of main for all my projects, but it turns out it's not hard at all. The two features I chose to add to this project were adding a --verbose flag to print detailed information, and displaying the 'last modified' time and date for each file. To add detailed information with the --verbose flag, I chose to use the `logging' library to have access to a ready made event logging system. This avoided me having to make an if statement that checks if the argument for verbose is true for every print statement. Instead I just needed to set up the basic configuration in main: Example of a log info statement that only prints if the verbose flag is added: This feature was very quick to add. I was already using the time library to check which files were recently modified, so it was just a few lines of code utilizing that same library to print a date string in the desired format: I created two separate branches called issue-8 and issue-9 to work on the new features, then merged them both at once. Luckily there were no merge conflicts and it ended up being a smooth process. With this experience, I don't think I'll ever go back to working off main. Creating and merging branches turned out to be pretty painless and worth doing to keep things clean and separated.  ( 6 min )

When it comes to Large Language Models (LLMs), training them is only half the battle. How you serve them is just as critical. The efficiency with which you can generate output, or "inference," directly impacts your throughput and, ultimately, your costs. Imagine you need to handle 100 requests per second, but your system can only manage 10. What do you do? The simplest solution is to use 10 servers. But what if a developer improves the software so each server can handle 20 requests per second? You can now get by with just 5 servers, cutting your costs in half. It's a little-known fact that the cost of LLM inference is often much greater than the cost of training. While training is a massive, one-time expense, inference is a continuous cost that scales directly with user growth. For this re…  ( 15 min )

TL;DR: I built a budget tracker in Notion that imports transactions via BankSync and uses AI to categorize them, based on how I tagged them previously. It cut my monthly budget review from ~2 hours to about 5 minutes. Every month, I was spending 2+ hours sorting and categorizing transactions. I tried apps like Mint or YNAB, but I always felt constrained by their rigid setups. Meanwhile, I manage nearly everything in Notion—so why not my finances, too? Plus, there’s a Notion template to help you get started: the Cash Flow Tracker (with Live Banking Data) from BankSync. It gives you a structure and database where your transactions can automatically flow in and feed into dashboards. View the template This was the crucial “glue” step that made all the automation possible. I’ll walk you throu…  ( 8 min )

Why Zero‑Downtime Deploys Matter Every minute of downtime translates into lost revenue, frustrated users, and a dented brand reputation. In high‑traffic SaaS environments, even a brief outage can cascade into a wave of support tickets and churn. A well‑orchestrated zero‑downtime deployment strategy lets you push new features, security patches, or configuration tweaks without ever taking the service offline. Before you start ticking items off the checklist, make sure you have the following in place: Docker Engine (≥ 20.10) installed on all hosts. Nginx acting as a reverse‑proxy and load‑balancer. A CI/CD platform (GitHub Actions, GitLab CI, or similar) with permission to push images to your registry. A monitoring stack (Prometheus + Grafana, Loki, or a SaaS alternative) that can alert on …  ( 8 min )

The age of Artificial Intelligence is no longer about simple chatbots or content generation. It has entered its next, far more volatile phase: autonomy. This shift is driven by Agentic AI, and according to recent reports, the public is already sounding the alarm. Surveys show that a majority of people are more concerned than excited about the increased use of AI (The Guardian article), and this anxiety is now laser-focused on the systems that not only follow instructions but also act entirely on their own. What happens when your software stops waiting for your commands and starts executing its own long-term, multi-step plans? The answer is a dizzying mix of unprecedented productivity and profound risk. Here is a deep dive, informed by expert and social media discussions, on the positive an…  ( 9 min )

Back in 2023, when I started using ChatGPT, it was just another chatbot that I could ask fancy questions and tell me what was wrong in my code snippets. Everything was normal; the application had no memory of previous states or what you said yesterday. Then in 2024, everything started to change. We went from a stateless ChatBot to an AI agent that can call tools, search the internet, and generate download links. At this point, I started to get curious. How can an LLM search the internet? An infinite number of questions were flowing through my head. Can it create its own tools, programs, or execute its own code? It was clear that we were heading to the Skynet net revolution. I was just ignorant 😅, and that's when I started my research and discovered Langchain, a tool that promises all tho…  ( 29 min )

I have a favorite Git protocol operation. It's fetch. Before you judge me for having strong opinions about wire protocols, hear me out: fetch reveals the best things about Git's design. The conversation between your client and the server is simple on the surface: the client says "I have these commits" and the server responds with exactly what's missing. Nothing wasted or redundant. Just a stateless request-response exchange that manages to sync distributed repositories without either side maintaining complex session state. Let's break down how it works. Modern Git clients and servers use a "smart protocol". Essentially, it lets the Git client negotiate with the server on what objects it needs. On the surface, the Git smart protocol is pretty simple: Client -> Server [what can you do?] Serv…  ( 11 min )

Setting Up and Running Uptime Kuma for Real-Time Service Monitoring On Ubuntu Server Introduction Deploying the Monitoring Dashboard Uptime Kuma involves setting up a self-hosted monitoring tool designed to provide real-time insights into the uptime and performance of websites, servers, and other network resources. Uptime Kuma offers an intuitive interface and supports multiple notification methods to ensure users are promptly alerted to downtime or performance issues. The deployment process typically includes installing the software on a server, configuring monitoring targets, and setting up alerts through integrations like email, SMS, or third-party services such as Discord or Slack. Objective *Container Deployment * Uptime Kuma was deployed using its official Docker image w…  ( 7 min )

The five straight days of spot Ether ETF outflows come amid recent data suggesting weakening retail participation in the asset.

Vitalik Buterin has opposed the EU’s proposed Chat Control law, warning it undermines digital privacy and creates surveillance backdoors.

Despite numerous calls for higher BTC prices in October, Bitcoin would repeat history with a steep drop toward $60,000 first.

The two-week approval forecast follows analyst predictions that additional crypto ETF approvals could be a key catalyst for a broader altcoin season.

Mike Novogratz said “of course” Bitcoin could reach $200,000 if the Federal Reserve adopts a highly dovish stance following a leadership change.

Bitcoin struggles to recover and rally despite favorable macroeconomic trends that have sent stock prices higher. What will it take to overcome $110,000?

Comments  ( 29 min )

Comments  ( 127 min )

Comments  ( 141 min )

Comments  ( 26 min )

Comments  ( 4 min )

Comments  ( 6 min )

Comments  ( 33 min )

Comments  ( 26 min )

Comments  ( 12 min )

From 30 September 2025, Malaysians who are eligible under the Budi Madani RON95 (BUDI95) scheme can redeem fuel subsidies more conveniently at Caltex, Petronas, Shell, Petron, and BH Petrol. Each brand has slightly different methods, with two of them offering digital options through first-party applications, while others require direct approaches at their respective stations.  Before […] The post How to Redeem BUDI95 Subsidy At Caltex, Petronas, Shell, Petron, And BHPetrol appeared first on Lowyat.NET.  ( 37 min )

Dreame revealed the first images of its second model after releasing a teaser of it a couple of days prior. Unlike the its first model, which was shown only through rendered images, the company has appeared to unveil the actual car. Looking at the images posted on the company’s official Weibo page, it is, as […] The post Dreame Unveils First Images Of Its Rolls Royce Inspired SUV appeared first on Lowyat.NET.  ( 34 min )

For better or worse, someone named Doug Bowser leading Nintendo of America as its president is both fitting and ironic. He took over the role back in 2019, when Reggie Fils-Aime announced his departure from the company. Now, six years later, Bowser is leaving the role himself, effective at the very end of this year. […] The post Doug Bowser To Step Down As Nintendo Of America President appeared first on Lowyat.NET.  ( 33 min )

Like any other residence, smart homes require cleaning and upkeep, which is why robot vacuums are a staple in these dwellings. Joining the selection of such devices are the Narwal Freo Flow and Freo X10 Pro, which recently made their local debut. In addition to these, the brand launched the S30 wet dry vacuum. Starting […] The post Narwal Unveils Freo Flow, Freo X10 Pro, And S30; Priced From RM1,699 appeared first on Lowyat.NET.  ( 35 min )

Have you ever started a project—a simple game, a complex UI, or any interactive system—only to feel completely overwhelmed by the chaos of your main logic loop? You add an if statement for one behavior, and it breaks another. You try to fix it, and it breaks three more. Sound familiar? You're not alone. This is the moment when many new developers get blocked. But what if I told you there's a simple, powerful structure you can design before you even write the code? This design acts as a scaffold, letting you build complex, reliable behavior piece by piece. That structure is called the Finite State Machine (FSM), and we're going to break down a demo to show you how it works and how it can unblock your next project. In its simplest form, a Finite State Machine is a way to model anything that …  ( 9 min )

Just prompted this absolute gem of a technical book that Claude Code generated - it's a comprehensive 10-chapter guide comparing GNU Screen and Tmux, but written with incredible humor while still being genuinely useful. Chapter titles like "GNU Screen: The Venerable Elder" and "Tmux: The Modern Contender" Whether you're a Screen devotee, Tmux evangelist, or someone who just learned terminal multiplexers exist, this book is both educational and entertaining. It's the kind of technical documentation we need more of - thorough, practical, and actually fun to read. The book concludes with the perfect wisdom: "The best multiplexer is the one you're using. The wrong choice is using neither." Check it out: https://github.com/cloudstreet-dev/GNU-Screen-vs-Tmux  ( 6 min )

Introduction By the end of this tutorial, you'll have built: ✅ Custom User model with roles and verification 🚀 Prerequisites & Setup Python 3.8+ and Django 5.0+ wasteworth-backend/ Step 1: Setting Up the Foundation Copilot Chat Settings: First Prompt: Custom User model with email as username JWT authentication OTP verification for signup/login/password reset User roles (disposer, recycler, admin) Referral system Location tracking (lat/lng) Wallet balance integration Please help me start by creating the basic project structure and requirements.txt file.` Expected Response: Copilot will suggest a project structure and requirements.txt with necessary packages. Testing This Step: pip install -r requirements.txt python manage.py check` Step 2: Building the Custom User Model Prompt: UUID prima…  ( 13 min )

Timothy the Librarian thought he understood his bookcase system perfectly. Then came the day that changed everything—the day he discovered that some bookcases aren't what they seem. Picture Timothy managing the library's special collections. He creates what he thinks are two separate bookcases for different reading groups: # Timothy sets up reading materials classics = ["Pride and Prejudice", "Jane Eyre"] book_club_a = classics book_club_b = classics "Perfect!" Timothy thinks. "Two reading groups, each with their own bookcase." But when Book Club A decides they want to add "Wuthering Heights" to their collection, something strange happens: book_club_a.append("Wuthering Heights") print(book_club_b) # ["Pride and Prejudice", "Jane Eyre", "Wuthering Heights"] Book Club B suddenly has the n…  ( 8 min )

Observalidade é um conceito importante no desenvolvimento de aplicações móveis, servindo para acompanhar a saúde do sistema, ajudando a identificar problemas mais rápido, facilitando o entendimento de um fluxo entre outros. Dentro da observabilidade temos logs, alertas entre outros conceitos, sendo os dois primeiros abordados a seguir. Os logs nos trazem algum tipo de informação do sistema, podendo ser de diferentes tipos: info: uma mensagem de fluxo, como ao iniciar a execução de um método, indicar o resultado de uma execução Error: algum problema que aconteceu, como uma exceção lançada numa requisição de dados Warn: indica alguma informação que precisa de atenção, mas não necessariamente é algo critico Esses sãos os tipos mais relevantes de forma inicial, podendo serem explorados mais a …  ( 7 min )

Penyair – “Bambú” on A COLORS SHOW Penyair, hailing from Suba, Bogotá, brings a meditative vibe to the COLORS stage with his brand-new single “Bambú,” following up the release of his album Filantropía. Catch the performance and more on streaming platforms or tune into the COLORS 24/7 livestream. COLORS x STUDIOS is all about shining a minimalistic spotlight on fresh, bold talent—no distractions, just killer visuals and original sounds. Dive into their curated playlists, grab some stellar merch, or follow them across socials to stay in the loop. Watch on YouTube  ( 6 min )

Thee Marloes hit the KEXP studio on August 1, 2025, for a spirited live take on “Mungkin Saja.” Fronted by Natassya Sianturi (vocals/keys) alongside Sinatrya Dharaka (guitar/vox), Tommy Satrio (drums), Rhesa Filbert (bass/vox) and Sandy Kusuma (percussion/vox), the session was captured by host Larry Mizell, Jr., engineered by Kevin Suggs and polished by mastering guru Matt Ogaz. A five-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) rolled as Luke Knecht handled the edit. Check out more from Thee Marloes on their Bandcamp, tune into KEXP.org for other live gems, or join their YouTube channel for behind-the-scenes perks! Watch on YouTube  ( 6 min )

Thee Marloes – “Over” Live at KEXP On August 1, 2025, KEXP welcomed Indonesian indie outfit Thee Marloes into their Seattle studio for a vibrant live take on Over. Natassya Sianturi’s soaring vocals and keys, Sinatrya Dharaka’s chiming guitar, Rhesa Filbert’s bass, Sandy Kusuma’s percussion and backing vocals, plus Tommy Satrio’s driving drums made for an irresistible nine-minute jam. Hosted by Larry Mizell, Jr. and sonically sculpted by engineer Kevin Suggs with mastering by Matt Ogaz, the session was captured by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht (who also handled editing). Dive deeper: Thee Marloes on Bandcamp | KEXP | Join the YouTube channel for perks. Watch on YouTube  ( 6 min )

On August 4, 2025, synth-pop trio Nation of Language stopped by KEXP’s Seattle studio to perform “I’m Not Ready For The Change” live on air. Ian Devaney (guitar/vocals), Aidan Noell (keys/vocals) and Alex MacKay (bass) fed off host Cheryl Waters’ energy for a tight in-studio session. Behind the scenes, Julian Martlew and Skinny Salazar handled engineering and mixing, Matt Ogaz polished the final master, and Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht captured every angle. Catch the full performance at kexp.org or nationoflanguage.com, and join their YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

The War Songs of Greenwich Village A quick heads-up for folk and history buffs: this blurb highlights “Century of Song Now!”—a deep dive into the last 100 years of American music—available from Barnes & Noble, Blackwells, Amazon, and Indigo. Also, if you’re craving a taste of Greenwich Village’s wartime ballads, don’t miss Dancing Willow’s haunting rendition of “The Foggy Dew” (2007 demo), linked via Wikimedia Commons. Watch on YouTube  ( 6 min )

The Ryder Cup’s Secret Weapon: Custom Ball Markers What started as Jon Millman’s pandemic hobby—crafting unique ball markers—has exploded onto golf’s biggest stages. His Golf Life Metals markers famously helped Rory McIlroy seal the 2025 Masters (and his career grand slam), and now both Team Europe and Team USA will sport these little pieces of handcrafted flair at the 2025 Ryder Cup in Bethpage Black. From pandemic pastime to pro-golfer must-have, these markers prove it’s the tiny details that can make the biggest difference. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? The Bryan Bros had an epic day teeing off with the US Junior Champion and can’t stop buzzing about the experience. They’re hyped on their newsletter, and they’ve linked up with all their favorite gear partners—Foresight Sports, Bushnell Golf, LAB Putters, Takomo, Rhoback and Bruce Bolt—for sweet discounts to upgrade your game. Swing by their Discord and Twitch for live shenanigans, hit subscribe on YouTube, and follow @BryanBrosGolf on Twitter, Facebook and Instagram to keep up with their golf adventures! Watch on YouTube  ( 6 min )

Gungrave GORE Blood Heat is a fully rebuilt overhaul of the original hack-and-slash, packing a modern engine, souped-up visuals, and revamped gameplay systems. Fan-favorite characters and backgrounds get major upgrades, plus a few exclusive newcomers to spice up the chaos. Coming in hot at TGS 2025, this transformation brings back all the heritage you love—only bigger, badder, and dripping with bullet-fueled style. Get ready to lock, load, and unleash some seriously slick carnage. Watch on YouTube  ( 6 min )

Ghost of Yōtei drops you into Atsu’s shoes, a fresh-faced protagonist driven by revenge in a beautifully rendered Feudal Japan. The narrative hooks you with emotional stakes and layered characters. The game masterfully contrasts serene, cherry-blossomed vistas with raw, fierce battles, crafting an immersive experience where beauty and brutality collide. Watch on YouTube  ( 5 min )

Konami sent a real-life puzzle box straight out of Silent Hill f, and Kurt jumps right in to tackle its eerie latches and sliding panels. This hands-on challenge brings the game’s creepy atmosphere into the real world as he twists, slides, and puzzles his way through. Along the way Kurt’s reactions highlight just how clever—and fiendishly tricky—the design is, blending nostalgia for the game with the thrill of cracking a physical mystery. Watch on YouTube  ( 6 min )

Hollow Knight: Silksong Review Silksong builds on the original’s magic with a tighter story, more guided exploration, and Hornet’s newfound acrobatics that smooth out the toughest platforming moments. You’ll still dive headfirst into sprawling caverns and mysterious kingdoms, but now you do it with a bit more grace—and a lot less frustration. It may feel like a “safer” sequel thanks to its polished design and approachable tweaks, but make no mistake: this is every bit as essential and thrilling as the first Hollow Knight. Waiting for Hornet’s tale was more than worth it. Watch on YouTube  ( 6 min )

Lock in your calendars: on September 28 PC Gamer will host its first PC Gaming Show Tokyo Direct straight from TGS. Elle Osili Wood and PC Gamer’s own Midas will guide you through the latest trailers, world-premiere announcements, behind-the-scenes dev interviews, and over 30 games still in development. Tune in live at 9 am PT / 12 pm ET / 5 pm BST / 1 am JST for all the action from the Tokyo Games Show floor. Game on! Watch on YouTube  ( 6 min )

When you’re starting out as a developer, it’s easy to focus only on getting the code to work. But if you want to make life easier for your future self (and for your teammates), there are a few habits worth building early. These small things stack up over time, and by the time you’re a senior dev, they’ll feel second nature. “Fix bug” or “update code” isn’t helpful when you’re trying to understand history months later. A good commit message should explain why the change was made, not just what you changed. You don’t need to write novels, but jotting down why you made certain decisions will save you from relearning them later. A short README, a comment explaining a tricky function, or even an ADR (architecture decision record) goes a long way. Before you add more code, spend time understanding what’s already there. Most of your career will be reading and maintaining existing code — not writing brand new features from scratch. Get good at navigating codebases early. Clever code might impress your current self, but clear and consistent code helps your future self (and your teammates). Stick to team conventions, follow style guides, and aim for readability over brilliance. If you notice yourself repeating the same manual steps — setting up environments, running tests, formatting code — take time to automate it. Scripts and tools may feel like overkill now, but they save hours (and mistakes) in the long run. Start practicing these habits today, and your future senior self will silently thank you. Or maybe loudly, when you realize debugging your own code from last year is… surprisingly painless.  ( 6 min )

AI Sees the Forest for the Trees: Revolutionizing Plant Counting for a Greener Future Imagine trying to predict global crop yields by hand. Counting every plant, species, and variable across countless fields? It's an impossible task. What if AI could accurately and efficiently count plants, regardless of species, location, or growth stage, providing invaluable insights into crop health and yield prediction? This is the promise of a new approach to plant counting. It leverages advanced computer vision to move beyond species-specific models, instead focusing on how to count, not what to count. This "extract-and-match" paradigm creates a more robust and adaptable system capable of handling the immense biodiversity found in agricultural settings. Essentially, the system identifies key visual…  ( 7 min )

Introduction Zero‑downtime deployments are a non‑negotiable expectation for modern services. As a DevOps lead, you’ve probably seen the panic when a new release briefly knocks the site offline. In this practical guide we’ll walk through a Docker‑centric, Nginx‑backed blue‑green deployment pattern that keeps users blissfully unaware of any change. By the end you’ll have a ready‑to‑run CI/CD pipeline, a reversible Nginx config, and a short checklist you can embed in your sprint retrospectives. Before diving into the steps, make sure you have the following in place: A Docker‑compatible host (Linux VM, AWS EC2, or a local dev machine). Nginx installed as a reverse proxy on the same host or a separate bastion. Access to a Git repository (GitHub, GitLab, Bitbucket) where the application code…  ( 9 min )

Introduction As a DevOps lead, you know that a mis‑configured web server can expose sensitive data and ruin user trust. Nginx is a popular reverse proxy, but out‑of‑the‑box it ships with a fairly permissive TLS setup. This tutorial walks you through seven practical steps to lock down TLS, enable HTTP/2, and squeeze out extra performance without breaking compatibility. Free option: Use Let’s Encrypt with certbot. Enterprise option: Purchase an EV certificate from a reputable CA. # Install certbot (Debian/Ubuntu example) sudo apt-get update && sudo apt-get install -y certbot python3-certbot-nginx # Generate a certificate for example.com and www.example.com sudo certbot --nginx -d example.com -d www.example.com The command automatically updates your Nginx configuration with a basic SS…  ( 7 min )

Introduction AI is often expected to “eliminate human bias and make fair, objective decisions.” This is largely because we tend to view AI as a cool-headed tool, free from emotions or personal preconceptions. However, in reality, AI learns from data created by humans. If that data contains bias, AI may not reduce it but instead amplify it. In fact, multiple incidents and studies have clearly demonstrated this. In St. Louis County, Missouri, during an assault investigation in 2021, Mr. G was mistakenly identified as a suspect through facial recognition AI and was subsequently incarcerated for over 16 months. This occurred despite clear contradictions with DNA evidence and alibis, as investigators placed too much trust in the AI’s output. Rather than delivering a fair judgment, AI ended u…  ( 7 min )

Getting Started with TCJSGame - Complete Setup Guide TCJSGame is a lightweight, powerful JavaScript game engine designed for creating 2D games with HTML5 Canvas. Whether you're a beginner looking to learn game development or an experienced developer wanting to prototype quickly, TCJSGame provides an intuitive API that makes game creation accessible and fun. In this comprehensive setup guide, we'll walk through everything you need to start creating games with TCJSGame v3, including performance optimizations and best practices. How to set up your first TCJSGame project Understanding the core architecture Basic game object creation and management Performance optimization techniques Building your first complete game Before we begin, you should have: Basic knowledge of HTML and JavaScript A …  ( 12 min )

22 programming languages as meme stereotypes. Do you see yourself in one of these? :D  ( 5 min )

Malware is not going anywhere anytime soon because as good developers sit down to create useful software and applications, bad developers create malicious software. Now, with the popularity of Artificial Intelligence tools and services, we have come to discover that we need to be careful what we share with these systems if we intend to preserve our privacy online. With my opening statement, you can infer the two talking points of our review. If you are still not sure, they are malware and privacy issues related to Artificial Intelligence. I am your host Habdul Hazeez. Let's do a review. Researchers Uncover GPT-4-Powered MalTerminal Malware Creating Ransomware, Reverse Shell The article title alone shows us what's possible: attackers are using Large Language Models like GPT-4 in their wor…  ( 18 min )

TCJSGame TileMap Class: Complete Reference Guide TCJSGame's TileMap Class provides a powerful grid-based level design system for creating complex game worlds. It allows you to build levels using tile-based layouts with collision detection, layer management, and dynamic tile manipulation. const tiles = [ new Component(0, 0, "green", 0, 0, "rect"), // Index 1 - Grass new Component(0, 0, "gray", 0, 0, "rect"), // Index 2 - Stone wall new Component(0, 0, "blue", 0, 0, "rect"), // Index 3 - Water new Component(0, 0, "brown", 0, 0, "rect"), // Index 4 - Dirt new Component(0, 0, "yellow", 0, 0, "rect") // Index 5 - Sand ]; // Image-based tiles const imageTiles = [ new Component(0, 0, "tiles/grass.png", 0, 0, "image"), new Component(0, 0, "tiles/stone.png", 0…  ( 14 min )

Create a useHover hook that shows conditional rendering of the hover state of some element. The boilerplate code: import { Ref } from 'react' export function useHover(): [Ref, boolean] { // your code here } // if you want to try your code on the right panel // remember to export App() component like below // export function App() { // return your app () const[isHovered, setIsHovered] = useState(false) The next step is to get the node of the element. If there's no node, return const node = ref.current The next step is to create a function that sets the hovered state to true when the mouse moves over the element (ho…  ( 7 min )

Terraform Actions. If you've worked with Terraform for longer than five minutes, you know the philosophy: immutable infra only! Apply, destroy, and between those two, you're not really supposed to do anything. But let's admit it, we've all done stuff. Executed a script on a VM, initiated a migration, or invoked something without modifying the .tf file. Most often, the "solution" was provisioners or some other workarounds, which, if we're being honest, always seemed like duct-taping your car bumper. HashiCorp docs even do not recommend them saying: "try not to use these." Terraform Actions is now a first-class block within HCL that allows you to define what should occur between the creation and teardown of infrastructure. It's as if HashiCorp is declaring: "Fine, we know you're going to d…  ( 8 min )

Introduction Picture this: it’s 3 AM, your production server just crashed, and you’re desperately googling "it works on my machine meme" hoping the universe will send you divine guidance. 😱 If that nightmare sounds familiar, then Docker is about to become your new best friend! Imagine being able to package your application like a ready-made meal you toss in the microwave: same recipe, same taste—whether it’s on your laptop, your grandma’s computer, or even on Mars. Today, we’re going to demystify Docker’s fundamental concepts: containers, images, and the black magic that makes things “just work everywhere” (well… almost). A container is like a furnished studio for your app. Unlike virtual machines (big castles with pools and gardens that eat up all your resources), a container only carr…  ( 8 min )

So you have decided to set up an online store and you would rather set it up your self, you're in the right place. We'll Deploy a MedusaJS Backend and Storefront on an Ubuntu Server. In a later article we'll look at using other AWS services to build a more resilient version. I'll link it here when it's ready [link] Introduction Pre-requisites Step-by-Step Deployment STEP 1) Server Provisioning STEP 2) Installing Prerequisites STEP 3) Running the Medusa Backend STEP 4) Reverse Proxy with Nginx STEP 5) Setting up the Frontend STEP 6) Debugging and Fixes STEP 7) Next Steps (Future Work) Why Deploy MedusaJS on a Scalable Server? There are many modern, headless commerce platforms, and MedusaJS is one of the most versatile for building full-featured online stores. Medusa makes store develo…  ( 12 min )

Today, I want to talk about my experience with Git branch merge system. Git's branching feature allow users to develop two different features simultaneously and independently in a single project. I was able to browse through with hands-in experience through OSD600 Lab3. I've added two more features to my Repo-Code-Packager: --line-numbers: A flag to display line numbers in the file content --dirs-only: A flag to show only the directory structure without file content. Feature 1: Adding Line Numbers(--line-numbers) --line-numbers feature. This one is pretty straightforward. When user add -l or --line-numbers flag, it adds a line number on the left side of file content. These are the steps I went through to complete the task. Create a Github issue(issue-7): it is always a good practice to op…  ( 8 min )

An interesting comprehensive review of 240 studies shows how ML & DL are reshaping churn prediction, highlighting trends, gaps, and a roadmap for future research. 🔹 ML models trends → Random Forest and Boosting lead with steady growth, while Logistic Regression and SVM remain staples. KNN and Naïve Bayes lag behind. 🔹 DL models trends → Deep Neural Networks dominate. CNNs, RNNs, LSTMs, and even Transformers appear, but at smaller scales. Full open-access review: https://www.mdpi.com/3508932 💬 What’s your experience — do RF/XGBoost still win in production churn tasks, or are DL approaches catching up?  ( 6 min )

This article is going to go over flow fields! A really fun and interesting concept used in computer graphics, generative art and fluid mechanics. Flow fields can be used in so many creative ways a website background, for a card or maybe for illustrating a simple image? By the end you will (hopefully) have your own flow field to work with while also understanding how it works and how to dive deeper if you want. And of course all with diagrams, cool imagery and a live example at the end. But what is a flow field? Well young padawan, it is a method for drawing lines using vectors, more specifically a field of vectors. When we draw lines through the field, each vector below it pushes it around, forming a shape. Like a pen over a piece of paper that's being pushed around before it reaches its d…  ( 14 min )

The Mystery That Nearly Drove Me Crazy Imagine this : Your Django application works flawlessly without any sorts of difficulty locally, but after you deploy it to staging and UAT( Pre-Production) environments, something very strange happens. Some of Many-to-many relationships just stop working. Forms submit as expected, data appears to be populated, and admin panel operations seem to finish without any error glitch or a hitch. I had a Django application with four models: Employee, SegregationType, Item, and Skill. Three of these models (Employee, SegregationType, and Item) had many-to-many relationships with Skill: class Employee(models.Model): name = models.CharField(max_length=100) skills = models.ManyToManyField('Skill', blank=True) class SegregationType(models.Model): …  ( 9 min )

Last month, I asked myself: “Why do most e-commerce platforms feel like a bloated mess of npm packages and slow APIs?” So I built E-Commerce Platform — a modern, high-performance store built with Go for the backend and Next.js for the frontend, all containerized with Docker and controlled via a simple Makefile. No more “npm install takes 5 minutes”. Just: git clone https://github.com/JIIL07/E-Commerce cd E-Commerce make setup && make up …and you’re running a full e-commerce stack on http://localhost. 🔧 What’s inside? 👉 Try it out: https://github.com/JIIL07/E-Commerce This isn’t just code — it’s a template for building fast, scalable commerce apps without the bloat. Perfect for indie hackers, startups, or devs who want to ship fast.  ( 6 min )

If you're tired of fighting with remote CI/CD pipelines and want full control over your Gitea workflows locally, setting up a Gitea instance with an Action Runner on your localhost is the way to go. This setup lets you: Test workflows without pushing to remote servers. Build and push Docker images using Buildx directly from your machine. Keep all your environment configuration versioned and portable. In this guide, we'll go step by step, from file setup to running your first workflow. You might ask: “Why not just use GitHub Actions or GitLab CI?” Here’s the deal: Latency & control – Local runners respond instantly, no waiting for remote agents. Private environments – No need to expose your code or secrets to the cloud. Custom networking – You can test localhost services, webhooks, and Buil…  ( 7 min )

Event-driven using EventBridge and AWS Health / ACM expiration events. Option: Create an Amazon EventBridge rule that checks AWS Health or ACM expiration events related to ACM certificates. Send an alert notification to SNS when a certificate is going to expire in 30 days. Reasoning: EventBridge is specifically designed to respond to events from AWS services in near real-time. ACM generates expiration events starting 45 days before expiration. These events appear automatically in EventBridge. You can define a rule in EventBridge to filter events such as "AWS_ACM_RENEWAL_STATE_CHANGE" or "AWS_ACM_RENEWAL_FAILURE". The rule triggers when relevant events occur → this avoids continuous polling. The rule can send a notification to an SNS topic, which can: Notify administrators via email. Trig…  ( 7 min )

The software industry has an addiction. We’re addicted to complexity, to chasing the scaling problems of companies we are not, and to the performative theater of “best practices” we don’t truly understand. But our most dangerous addiction is the one we refuse to talk about: we’re addicted to lying to our users. Not big, overt lies. We tell the small, socially acceptable lies of a profession that has mistaken a fancy dashboard for an honest conversation. It was 3 AM, and PagerDuty was screaming. A core database cluster had decided to take an unscheduled vacation. Our primary API was dutifully returning a sea of 500 errors. The on-call engineer was deep in the digital trenches, fighting the good fight. And our status page? Our beautiful, hand-crafted status page, our supposed single source o…  ( 13 min )

If you’re a developer using Cursor, Windsurf, or Claude, or you frequently build things that mix code, docs, tasks, and design — you’re probably itching to connect more of your tools directly into your workflow. That’s where MCP (Model Context Protocol) comes in: it lets your tools (MCP servers) talk to your agent client in a standardized way, giving the agent access to context it wouldn’t otherwise have. This article is second of a three-part series where we go deeper into MCP. In the first part of this series, we explored what the Model Context Protocol (MCP) is, its underlying concepts and the "why" behind it. If you haven’t checked it yet, you can read it here In this article, we’ll cover: How to add an MCP to client (like Cursor, Windsurf, or Claude Desktop). How to configure mcp.json…  ( 11 min )

In India, power outages are common. I wanted a simple way to detect and alert when the grid goes down. ESP32 → powered by the grid. Raspberry Pi → runs on backup. Pi pings ESP32 → if unreachable, outage detected. Pi sends real-time Telegram alert (“⚡ outage” / “✅ restored”). This is basically applying DevOps monitoring + alerting to the real world. Full tutorial: https://www.hackster.io/biswasvibhanshu2011/how-i-track-power-outages-in-india-e33120 https://github.com/cray2015/grid_outage_tracker Any questions? drop a comment :)  ( 6 min )

Penyair’s Minimalist Showcase Bogotá-born artist Penyair takes over the COLORS stage with a meditative, stripped-back performance of his new single “Bambú,” following the recent release of his album Filantropía. It’s all about raw vocals, subtle beats and that hypnotic vibe he’s known for. Keep the Tunes Coming Dive into COLORS’ endless playlists and 24/7 livestream, and follow Penyair on TikTok and Instagram to catch more fresh drops and behind-the-scenes moments. Watch on YouTube  ( 6 min )

Thee Marloes tore up the KEXP studio on August 1, 2025, with a live take on their track Mungkin Saja. Led by Natassya Sianturi’s vocals and keys, the band features Sinatrya Dharaka on guitar, Tommy Satrio on drums, Rhesa Filbert on bass, and Sandy Kusuma on percussion—plus a chorus of backing vocals. Hosted by Larry Mizell Jr., engineered by Kevin Suggs and mastered by Matt Ogaz, the session was captured by a multi-cam crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) and polished in the edit suite by Luke Knecht. Stream more at theemarloes.bandcamp.com or kexp.org. Watch on YouTube  ( 6 min )

On August 1, 2025, Pacific Northwest favorites Thee Marloes took over the KEXP studio to deliver a riveting live rendition of “Over.” Frontwoman Natassya Sianturi’s soaring vocals and keys lead a tight five-piece lineup: Sinatrya Dharaka’s guitar riffs, Rhesa Filbert on bass, Tommy Satrio’s drums, and Sandy Kusuma’s percussion and backing vocals. Hosted by Larry Mizell Jr., with Kevin Suggs on the boards and Matt Ogaz mastering, the session was immortalized by a crack team of camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) and edited by Knecht himself. Catch the full energy on theemarloes.bandcamp.com or at kexp.org. Watch on YouTube  ( 6 min )

Nation of Language – In Another Life (Live on KEXP) On August 4, 2025, synth-pop trio Nation of Language dropped a spellbinding live version of “In Another Life” in the KEXP studio. Ian Devaney’s jangly guitars and vocals intertwine with Aidan Noell’s lush keys and harmonies, all propelled by Alex MacKay’s punchy bass lines. Behind the scenes, host Cheryl Waters steered the session while Julian Martlew and guest mixer Skinny Salazar nailed the audio, and Matt Ogaz handled mastering. Cameras from Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht captured every angle, with Beckmann also leading the edit. Check out more at nationoflanguage.com or kexp.org. Watch on YouTube  ( 6 min )

Nation of Language took over KEXP’s studio on August 4, 2025, delivering a heartfelt live take on “I’m Not Ready For The Change.” The synth-pop trio—Ian Devaney (guitars/vocals), Aidan Noell (keys/vocals) and Alex MacKay (bass)—jammed under the watchful ear of host Cheryl Waters, with engineers Julian Martlew, Skinny Salazar and mastering ace Matt Ogaz making sure every note sounded crisp. Visually, Jim Beckmann led a talented camera crew (Carlos Cruz, Scott Holpainen & Luke Knecht) and handled the edit himself, turning the session into a polished video experience. Check out the full performance on KEXP.org or swing by nationoflanguage.com for more. Watch on YouTube  ( 6 min )

The pandemic pastime that took golf by storm Jon Millman started crafting custom ball markers just to pass the time—little did he know they’d end up in Rory McIlroy’s pocket when he won the 2025 Masters and sealed his career grand slam. From hobby to Ryder Cup staple Now operating as Golf Life Metals, Millman’s markers are the official custom pieces for both Team Europe and Team USA at the 2025 Ryder Cup at Bethpage Black. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? was an epic day on the links as the Bryan Bros got to tee off with the US Junior champ—and they’re pumped to share all the highlights. Smash that subscribe button on YouTube, join their newsletter, Discord and Twitch channels, and never miss a swing. They’ve also lined up sweet deals on their favorite gear—Rhoback, Foresight Sports launch monitors, Bushnell lasers, LAB putters, Takomo clubs and Bruce Bolt gloves—so grab those discount codes and follow them on Twitter, Facebook and Instagram to stay in the loop. Watch on YouTube  ( 6 min )

A long time ago, I started a project named Neuron-IQ. The idea was to make a WordPress like site from scratch. I wanted to learn things and the best moment to learn them was in front of me, My friend. Since, January, I had been working on it day and night. As well as, I also have to give Physics lectures at University. But, I had a gentle idea. The current form of the site looks quite different from that in previous parts of this series. And honestly, this series had taught me a lot. The current form of NeuronIQ, which you can visit obviously at NeuronIQ - What do you want to study? is quite new. And the good part is all the functionality is maintained without any database. I have transcended from a regular static website to a dynamic one, while technically its still static. And also, th…  ( 10 min )

Gungrave GORE Blood Heat is a fully rebuilt version of the original, packing a modern engine, revamped systems, and crisper visuals to deliver a cutting-edge gunslinging experience. With sharper character models, richer backgrounds, the return of fan-favorite elements, and exclusive new fighters, this remastered edition promises a totally transformed, action-packed ride. Watch on YouTube  ( 5 min )

If you've prepped for interviews long enough, you've probably lived this scene: You open a LeetCode problem. You try a few ideas. You get stuck. you've seen the full approach. You paste code, pass tests, and a tiny voice whispers, “Did I actually learn anything?” This post is a guide to hints for LeetCode without spoilers—how to get just enough help to keep momentum without ruining the problem. It's part learning strategy, part practical playbook, and part field notes from people who’ve been through the grind. Spoilers give you an immediate hit of relief. They resolve uncertainty. But interviews aren’t graded on how quickly you can recognize a solution you just saw; they’re about navigating uncertainty with structure: Can you frame the problem and prune dead ends? Can you justify trade-off…  ( 11 min )

Artificial Intelligence has become one of the most powerful forces reshaping the digital economy. From chatbots to generative art, from automation to synthetic media, AI is everywhere. But one of the most fascinating — and lucrative — trends emerging in 2025 is AI influencers. These aren’t human creators who simply use AI; they’re fully AI-generated personas that build brands, create content, and attract audiences. And the best part? You don’t need to be a celebrity, a programmer, or even show your face to get in on this wave. In this guide, we’ll explore everything you need to know about AI influencers, how they work, how to monetize them, and how you can get started right now — even if you’re a complete beginner. Along the way, you’ll find practical strategies and even tools that can hel…  ( 11 min )

Why Steering Documents Matter A well-maintained AGENTS.md is the contract between your codebase and the agent ecosystem. It answers: What can I ask this agent to do here? What tools, conventions, or workflows are in scope? A good baseline of steering documents makes AI more predictable and reliable. Hinting it to follow your patterns, understands your architecture, and generates code that fits your codebase. It doesn't replace good AI practices, but it improves the OOTB experience. Remember it is written for AI agents, not human. Keep them concise and to the point. For example, see the GPT5-codex prompting guide and the terseness of the prompts. Characters add to an agent context window, so terseness allow them to do more. Testing steering documents is similar to testing an onboarding gu…  ( 9 min )

TL;DR: How to Create a Blockchain Define the purpose and rules (consensus, tokenomics, etc.). Choose the blockchain type (public, private, hybrid). Decide on the consensus mechanism (PoW, PoS, etc.). Create the genesis block (first block) to start the chain. Add blocks through transaction validation (with cryptographic security). Maintain decentralization (with a network of nodes). Secure the network with hashing, encryption, and digital signatures. Handle scaling and upgrades with governance and forks. Creating a blockchain requires technical expertise in cryptography, distributed computing, and decentralized systems. But once it's live, it can provide a secure, decentralized platform for a variety of applications—whether for cryptocurrency, dApps, or even private enterprise use. Let'…  ( 9 min )

When we need to render components based on different parameters, the most common solution is to use conditionals such as if or switch. However, these approaches can become less scalable as the codebase grows. Let’s compare three approaches: 🔹 Switch approach 🔹 Conditional (if/else) approach 🔹 enum + key-value object approach Using enums with key-value objects in the front-end allows you to organize data in a clean and reusable way. Instead of repetitive conditionals, you centralize related values (such as classes and labels) into easy-to-maintain structures. This makes the code more readable, scalable, and type-safe when combined with TypeScript. Why use it? Avoids code duplication Centralizes values in one place Leverages TypeScript’s type safety Scales much better when adding new cases ✅ Cleaner code 🔹 Why does this matter in the front-end? Using enum with key-value objects provides: Scalability: new variations can be added easily without editing multiple places. Organization: styles and labels are centralized. Reusability: the same objects can be reused across multiple components. Type safety: ensures that only valid values are passed. In larger projects, this approach aligns with how design systems are built — separating style tokens (colors, sizes, variants) from component logic. 🔹 Conclusion While if and switch work fine for simple cases, using enum + key-value objects is a practice that brings clarity, consistency, and scalability to front-end development — especially when working with TypeScript. If you deal with multiple UI variations, this approach can significantly improve code maintainability and evolution. What’s your go-to approach for rendering different component states? I’d love to hear other strategies from the community.  ( 7 min )

When I first heard about Web3, it felt overwhelming. Wallets, tokens, NFTs, smart contracts. Where do you even begin? Here’s the simple path I recommend if you’re just getting started: Get a Wallet → Install MetaMask Get Test Crypto → Use free test networks like Ethereum Sepolia before spending real money Play with dApps → Uniswap → swap test tokens OpenSea testnet → mint fake NFTs Mirror.xyz → write a blog post as an NFT Learn Solidity (optional) → If you want to build, start with Ethereum’s smart contract language That’s it. You don’t need to dive into everything at once. Just touch the ecosystem, get familiar, and see what excites you. I’ve also been working on Sassypack 🎉It’s a MERN Starter Kit to help you launch your startup fast. It comes with: A clean folder structure Authentication Landing page Paystack payments Basically, all the boring setup you don’t want to waste weeks on. You just plug in your idea and start building 🚀 Web3 isn’t going anywhere. Start small, play around, and if you’re building something yourself. Tools like Sassypack can save you time and let you focus on the actual product. Happy coding! 👋  ( 6 min )

When building rfgrep, a high-performance file search tool, I faced a fundamental challenge: how do you search through gigabytes of text at the speed of thought? The answer lies in leveraging SIMD (Single Instruction, Multiple Data) instructions that modern CPUs provide. In this post, I'll show you how rfgrep uses SIMD to achieve hardware-accelerated string matching that often outperforms traditional tools. Most string search implementations use naive approaches or basic algorithms like Boyer-Moore. While these work well for small files, they don't scale to the massive datasets that modern applications need to process. fn naive_search(text: &str, pattern: &str) -> Vec { let mut matches = Vec::new(); for (i, window) in text.as_bytes().windows(pattern.len()).enumerate() { …  ( 8 min )

In the rapidly evolving landscape of cloud-native development, Java has faced criticism for being slow to start and memory-hungry compared to newer technologies. Enter Quarkus, a framework that promises to make Java “supersonic and subatomic” while maintaining the rich ecosystem and developer experience Java developers love. If you’re coming from Spring Boot or other traditional Java frameworks, this comprehensive guide will help you understand what Quarkus brings to the table and whether it’s the right choice for your next project. Sample project link with a readme: https://github.com/rajkundalia/url-shortener-quarkus Quarkus is a Kubernetes-native Java stack tailored for OpenJDK HotSpot and GraalVM, crafted from the best-of-breed Java libraries and adhering to Jakarta EE and MicroProfil…  ( 8 min )

Overview Web developers these days create beautiful user interfaces, user experiences, and protect users' data against hackers and penetration testers. For example, if an application isn’t built with proper security controls, then tools such as OWASP ZAP can sit in the middle, intercept HTTP traffic, and reveal private credentials such as usernames and passwords. So, how do developers ensure that even if ZAP is in the middle it doesn’t see plain credentials? Passwords should never be stored as plain text on the backend. Rather, a hashing library should be used, for example: bcrypt (using bcryptjs in Node.js) argon2 (this can be used with the argon2 npm package and offers stronger protection against GPU attacks) Example (Node.js API): import bcrypt from 'bcryptjs'; const saltRounds =…  ( 7 min )

Introduction If you’re a DevOps lead managing a fleet of containers, image bloat and slow builds are the silent productivity killers that creep into any CI/CD pipeline. In this tutorial‑style guide we’ll walk through seven concrete techniques to shrink Docker images, accelerate builds, and keep your runners happy. The focus is on practical, reproducible steps you can drop into an existing workflow without a full rewrite. Multi‑stage builds let you separate the build environment from the runtime image. This eliminates compilers, package managers, and temporary files from the final artifact. # ---- Build Stage ---- FROM node:20-alpine AS builder WORKDIR /app COPY package*.json ./ RUN npm ci --only=production COPY . . RUN npm run build # ---- Runtime Stage ---- FROM node:20-alpine WORKDIR …  ( 8 min )

Kadane's Algorithm – Efficient Maximum Subarray Sum Imagine you're playing a game where you score positive or negative points each round. This is known as the: Maximum Subarray Problem Naive (Brute Force) Solution You could solve it by checking all possible subarrays and summing each one. [2, -3, 6] All possible consecutive subarrays: Subarray Sum The maximum sum is 6. But this method becomes very slow for long arrays → O(n²) time complexity. Kadane’s Algorithm (Efficient O(n) Solution) Kadane’s Algorithm solves this problem in linear time → O(n) Key Concepts We use two variables: Variable Purpose We iterate through the array once, updating these two values at each step. Algorithm Logic At each item x in the array: Add x to currentSum → means we’re trying to extend the current subarray. If currentSum > maxSum, update maxSum. If currentSum < 0, reset currentSum to 0 → we start fresh, because a negative sum will hurt any future subarray. JavaScript Implementation function maxSubArray(arr) { Let’s walk through the array: const arr = [2, -1, 3, -4, 5, -2, 2]; Final result: maxSum = 5 Special Case: All Negative Numbers If the array has only negative numbers, Kadane’s algorithm still works because we initialize: let maxSum = -Infinity; So it will still return the maximum negative value instead of returning 0.  Summary Kadane’s algorithm solves the Maximum Subarray Problem in O(n) time and O(1) space. It uses only two variables: currentSum and maxSum. You reset currentSum to 0 when it becomes negative, because any negative prefix will reduce your future total. Kadane’s Algorithm is a clean, fast, and optimal way to find the largest sum of a contiguous subarray.  ( 7 min )

As a developer, at least one time you said or heard... Including me also 🤣 So why it happened? Hmmm...Many factors "contribute" to this, example: Code conflict Integration error Process Manual etc. And CI/CD has born to helps us fix those issues CI/CD are the short term for Continuous Integration & Continuous Delivery/Deployment. It helps the process become automated and deliver product to client in a reliable and fastest way. In CI, whenever a developer commit changes to the repository, it'll build & run test automatically. This helps ensure code is reliable and runnable, ready to integrate with the rest of the team's work. So with CI implementation, we can get the feedback right away after we commit, no need to wait the others for build and test When your changes reach CD, the next phase after CI, it means they’re packaged, tested, and ready to be deployed to staging or production environments. In CD, there are two definitions. Continuous Deliver: Code is ready to deploy, but it need someone - maybe you, to click approve for deployment => best suitable for production environments Continuous Deployment: The code is automatically deployed to the target environment as soon as it passes all the checks, it's hands-free deployment => ideal for staging environments We've covered the basics of CI/CD. If your team/project hasn't implemented it yet, consider doing so, you'll likely find it beneficial. In the next post, I will cover some tips/tools can use in CI/CD. Happy Coding!  ( 6 min )

The Security Operations Center is on high alert. A critical server is exhibiting strange network behavior, sending small, encrypted beacons to an unknown address in the middle of the night. Yet, the Endpoint Detection and Response (EDR) platform reports no malicious processes. The antivirus scans come back completely clean. A full forensic image of the hard drive reveals nothing—no suspicious executables, no rogue DLLs, no tell-tale log entries. To the traditional tools of digital investigation, the system appears pristine. But the outbound traffic doesn't lie. There is a ghost in the machine, an intruder operating in a dimension that disk-based forensics can no longer see: the ephemeral, volatile world of the system's memory. This scenario is the new reality of modern incident response. F…  ( 10 min )

Why Your AI is a Goldfish Part 2 of Knitli's 101 introductions to AI and the economics of AI Large language models (LLMs) use a fixed-size context window to process input and generate responses, but they don't have memory like humans. The context window contains all the information the model can consider at once, and when it overflows, older information is lost. LLMs are trained on outdated data, leading to a preference for older information and potential hallucinations when asked about unknown topics. Context management is crucial, as including too much or irrelevant information can hinder response accuracy. Engineers use techniques like prioritizing recent information and filtering out irrelevant details to manage context effectively. LLMs and Their 'Memories' …  ( 9 min )

Penyair – “Bambú” on A COLORS SHOW Penyair, the meditative MC hailing from Suba, Bogotá, stops by the COLORS stage to deliver a stripped-back performance of his new single “Bambú,” the follow-up to his latest album Filantropía. His hypnotic flow and minimal production let every nuance of the track shine through. True to form, COLORSxSTUDIOS provides a clean, distraction-free backdrop that puts emerging artists like Penyair front and center, celebrating fresh sounds from around the world. Watch on YouTube  ( 6 min )

Thee Marloes “Mungkin Saja” Live on KEXP Indonesian indie-rock crew Thee Marloes hit up KEXP’s Seattle studio on August 1, 2025 to run through their dreamy track “Mungkin Saja.” Fronted by Natassya Sianturi (vocals/keys) alongside Sinatrya Dharaka (guitar/vox), Tommy Satrio (drums), Rhesa Filbert (bass/vox) and Sandy Kusuma (percussion/vox), the band delivers a tight, atmospheric take that’s part hypnotic groove, part indie-pop swagger. Behind the scenes, host Larry Mizell, Jr. steers the session with audio engineer Kevin Suggs and mastering wizard Matt Ogaz. Meanwhile, a dream team of camera operators and editor Luke Knecht capture every moment. Dive deeper into their vibe at theemarloes.bandcamp.com or check out the full session at kexp.org—and don’t forget to join their YouTube channel for extra perks! Watch on YouTube  ( 6 min )

TL;DR Thee Marloes hit the KEXP studio on August 1, 2025 for a rousing live take on “Over.” The five-piece—Natassya Sianturi (vocals/keys), Sinatrya Dharaka (guitar/vox), Tommy Satrio (drums), Rhesa Filbert (bass/vox) and Sandy Kusuma (percussion/vox)—are guided by host Larry Mizell Jr., with Kevin Suggs on audio, Matt Ogaz mastering, a multi-cam shoot by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht, and final edits from Luke Knecht. Want more? Dive into their latest jams on https://theemarloes.bandcamp.com or swing by http://kexp.org—plus, join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Getting started with.NET8 MAUI was both exciting and challenging for me. This was my very first time working with the technology, and honestly, I had no prior experience with it. While trying to build and publish my first app, I encountered several unexpected issues and learning curves. That’s why I decided to write this blog—so if you’re also starting your first .NET 8 MAUI project, you can learn from my journey and (hopefully) avoid some of the struggles I went through. It’s important to note that before creating an APK or AAB file, you need to generate a secret key. This key is essential for publishing your app, as any future updates must be signed with the same key. Therefore, it’s crucial to store this key securely. Command Line: keytool -genkey -v -keystore key.keystore -alias MauiAl…  ( 7 min )

Nation Of Language Live on KEXP Nation Of Language took over the KEXP studio on August 4, 2025, delivering a spirited live version of “In Another Life.” The synth-pop trio—Ian Devaney on guitars and vocals, Aidan Noell on keys and vocals, and Alex MacKay on bass—brought their signature hooks and lush melodies to the airwaves, all under the warm guidance of host Cheryl Waters. Behind the scenes, audio engineer Julian Martlew and guest mixer Skinny Salazar ensured every note popped, while Matt Ogaz handled mastering. Cameras rolled with Jim Beckmann, Carlos Cruz, Scott Holpainen, and Luke Knecht, and Beckmann also took on editing duties. Dive deeper at www.nationoflanguage.com or kexp.org, and don’t forget to join the KEXP YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Git continually prompts for your user credentials when you push, it is probably because your credentials are either not being cached or not being correctly saved? Here are some commands to fix the situation: You can set up your credentials to be stored permanently using the store helper(Note that storing them in plain text is rather insecure). git config --global credential.helper store After executing the commands above, Git will store your credentials in the ~/.git-credentials file the first time you enter them. Subsequently, you should now be able to stop Git repeatedly asking for your credentials.  ( 6 min )

Nation of Language dropped a killer live version of “Under The Water” in the KEXP studio on August 4, 2025. The synth-pop trio—Ian Devaney (guitar/vocals), Aidan Noell (keys/vocals) and Alex MacKay (bass)—were hosted by Cheryl Waters, engineered by Julian Martlew and Skinny Salazar, and mastered by Matt Ogaz. Captured on cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht (with Beckmann editing), this session radiates dreamy vibes from start to finish. Hit up nationoflanguage.com or kexp.org for more, and join the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Nation of Language dropped a raw, synth-laced take on “I’m Not Ready For The Change” live in the KEXP studio on August 4, 2025, with Ian Devaney shredding guitars and leading vocals, Aidan Noell on keys, and Alex MacKay laying down the bassline. Host Cheryl Waters kept the energy flowing while Julian Martlew captured every nuance, Skinny Salazar mixed the magic, and Matt Ogaz polished it off. A dream team of lens masters—Jim Beckmann, Carlos Cruz, Scott Holpainen, and Luke Knecht—filmed the session, with Beckmann also in the editing seat. Dive deeper at nationoflanguage.com or kexp.org, and snag exclusive perks by joining KEXP’s YouTube channel. Watch on YouTube  ( 6 min )

Nation of Language hit the KEXP studio on August 4, 2025, serving up four gleaming synth-pop gems—“Under the Water,” “I’m Not Ready for the Change,” “Inept Apollo,” and “In Another Life.” Ian Devaney led the charge on guitar and vocals, joined by Aidan Noell on keys and Alex MacKay on bass, all under the warm welcome of host Cheryl Waters. Behind the boards, audio engineers Julian Martlew and guest mixer Skinny Salazar captured every pulsing beat, with Matt Ogaz mastering the final shine. Shot by Jim Beckmann, Carlos Cruz, Scott Holpainen, and Luke Knecht, this live session is a must-watch for fans craving retro-futuristic hooks and dreamy soundscapes. Watch on YouTube  ( 6 min )

NINJA GAIDEN 4 – TGS 2025 Gameplay Overview NINJA GAIDEN 4’s TGS trailer teases dynamic enemy placement and aggressive AI that scales with your chosen difficulty, staying true to the series’ brutal roots. Newcomers can ease in thanks to a Hero Mode with adjustable assists, so you’re not totally outmatched on day one. Plus, for the first time ever there’s a standalone training mode to polish your combos before tackling anything from Hero Mode up to the unforgiving Master Ninja Level. Enjoy high-speed, high-stakes action with a bit of a safety net this time around. Watch on YouTube  ( 6 min )

As a frontend engineer adapting to new tools, I’ve been trying out IDEs that promise to improve development workflows. One of the most promising is Figma MCP, which improves how LLMs replicate user interfaces designed in Figma. I initially struggled to configure MCP to work with Kiro IDE, so I’ve documented the exact steps to make it easier for you. a. Navigate to Settings in Figma. a. Open Settings in Kiro. { d. Replace "your_figma_api_key" with the token you generated in Figma. Open the Figma design you want to work with in Kiro. Select a component in the design. Right-click, choose Copy link to selection, and paste it into your Kiro chat. Address your prompts to that link. Note: This requires a paid plan on Figma. Will you be trying Figma MCP on Kiro? Have questions or hit any snags? Let me know in the comments. I’d be glad to help. Read moe tutorials on my Hashnode blog. I share frontend engineering insights and practical developer experience tips. Follow along if you’re interested in design-to-code workflows and the future of DevRel.  ( 6 min )

Remember when you first learned to cook? You probably started with simple recipes like scrambled eggs or toast. But eventually you wanted to make something more complex, like a full dinner with multiple dishes. That's how subrecipes work in goose: each recipe can run stand-alone for a dedicated task, and a main recipe can orchestrate how they run. Let's explore goose subrecipes together! You're about to learn know how to orchestrate multiple AI models, coordinate tasks, and build workflows that will turn you into a "head chef" user with goose. Think of subrecipes like having a team of specialized chefs in your kitchen. One chef is amazing at making desserts, another excels at grilling, and a third is the salad master. Instead of having one person try to do everything, you let each speciali…  ( 12 min )

With so many LLM providers and coding environments, how do you choose the right one for your next project? We all want the "best" model, but what we really need is the one that's the most reliable, the most cost-effective, and the most suited for our workflow. This guide breaks down the real-world performance, pricing, and hidden costs of the top LLM providers and CLI environments, from freemium to enterprise. We'll go beyond the marketing claims and give you the data you need to make an informed decision. LLM and Inference Provider Cross-Reference OpenAI Freemium / Entry Level Cost: Free tier with a $5.00 credit (valid for 3 months). Pricing Model: Pay-per-token; different rates for different models (e.g., GPT-4o is more expensive than GPT-3.5). Reliability & Throughput: Hi…  ( 11 min )

1. Introdução Desde que sistemas começaram a se comunicar, integrar tudo de forma eficiente virou um desafio. Com a chegada da web, novas possibilidades surgiram, e entre elas, o REST se destacou como o jeito mais prático e popular de fazer essa comunicação acontecer. Hoje, REST é a base da maioria das APIs modernas. Este artigo mostra o que é REST, por que ele faz tanto sucesso e como ele é usado na prática. REST (Representational State Transfer) não é uma tecnologia, mas um estilo de arquitetura proposto por Roy Fielding em 2000. Ele se baseia em princípios simples que usam o protocolo HTTP para acessar e manipular recursos, que são representações de dados, identificados por URLs. A força do REST está justamente na sua simplicidade. Como resume Marco Tulio Valente: “Um padrão simples, …  ( 8 min )

Neste artigo damos continuidade à nossa análise histórica sobre os recursos que cada versão do Java. trouxe para tornar o código mais limpo e simples para o desenvolvedor. Se você caiu de paraquedas aqui e ainda não leu a primeira parte, clique aqui. O Java 11 trouxe várias melhorias pontuais. Entre elas, novos métodos em String(isBlank, lines, strip, stripLeading, stripTrailing e repeat), a possibilidade de usar var em parâmetros de expressões lambda e um novo HttpClient moderno e menos verboso. O isBlank(), verifica se a string é vazia ou contém apenas espaços em branco: String texto = " Olá \nMundo "; String textoVazio = " "; System.out.println(texto.isBlank()); //false System.out.println(textoVazio); //true O método lines() deixa o código mais limpo quando precisamos…  ( 7 min )

Plasma Foundation | Over USD 2.4B TVL & 54.02% APY, XPL and Staking Rewards Dear community, We are excited to introduce Plasma, a next-generation stablecoin ecosystem, now launching its XPL token and native stablecoin neobank, targeting emerging markets. Recent milestones include: XPL Token Market Cap: Over USD 2.4B at debut Mainnet Beta Launch: XPL token rallying ahead of full deployment Stablecoin-Neobank Integration: First of its kind, designed for seamless cross-border payments Emerging Markets Focus: Expanding access to digital financial tools globally Staking Rewards: Earn rewards proportional to the amount of XPL tokens staked Next step: Participate in staking to secure early rewards and access exclusive ecosystem benefits. Ensure wallet registration and token eligibility to maximiz…  ( 6 min )

Introduction: Why Dashboards Matter in the Data Age In today’s digital world, businesses are swimming in oceans of data. Every click, purchase, or transaction leaves behind a trail of information. Yet, raw data alone means little until it is shaped into something that decision-makers can understand and act upon. That’s where dashboards step in. According to Wikipedia, dashboards provide at-a-glance views of key performance indicators (KPIs) relevant to a specific business goal. But in simpler terms, dashboards act as a window into your business health—a storytelling tool that translates numbers into actionable insights. When designed correctly, dashboards become a silent advisor, answering critical questions such as: Are we meeting our targets? What are the risks? Where are the opportuniti…  ( 10 min )

How to stop Homebrew auto update on mac terminal Ankit malik ・ Mar 7 '23 #mac #homebrew  ( 5 min )

Plasma Foundation | Over USD 2.4B TVL & 54.02% APY, XPL and Staking Rewards Dear community, We are excited to introduce Plasma, a next-generation stablecoin ecosystem, now launching its XPL token and native stablecoin neobank, targeting emerging markets. Recent milestones include: XPL Token Market Cap: Over USD 2.4B at debut Mainnet Beta Launch: XPL token rallying ahead of full deployment Stablecoin-Neobank Integration: First of its kind, designed for seamless cross-border payments Emerging Markets Focus: Expanding access to digital financial tools globally Staking Rewards: Earn rewards proportional to the amount of XPL tokens staked Next step: Participate in staking to secure early rewards and access exclusive ecosystem benefits. Ensure wallet registration and token eligibility to maximiz…  ( 6 min )

Hey everyone! I'm here to share a bit about my current journey—one that's taking me from the physical world of Master Electrician work and small business ownership into the digital realm of software development. It's a huge, exciting, and sometimes terrifying shift, and I know I'm not the only one making a big career change. For years, my world revolved around circuit diagrams, voltage testers, and the precise logic of electrical systems. As a Master Electrician with multiple licenses and a contracting business owner, my days were defined by planning installations, ensuring safety, and troubleshooting complex systems. The work required meticulous precision and a deep understanding of how components interact. Recently, I felt a pull toward something new—the systems that run the digital worl…  ( 9 min )

•The container tag is used to group everything that gets displayed on a web page when loaded in a browser.  •All the content elements that you need to display (like paragraphs, headings, buttons and images) need to be inside the container tag. 💡Fun Fact A web page can contain only one body element. Body tags are needed for your page to be compatible with all web browsers.  ( 6 min )

🧠 Tiny Yet Mighty: How TinyGo is Revolutionizing IoT and Embedded Development in 2024 Tired of bloated embedded toolchains and complex cross-compiling rituals? There’s a new sheriff in town: TinyGo – the minimalist Go compiler that's making embedded programming fun again. And it's not just for Arduinos – learn how this lightweight beast is building WebAssembly and microcontroller firmware like a boss. TinyGo is a lean and mean version of the Go programming language made specifically for: Microcontrollers WebAssembly (WASM) Tiny footprint Linux-based devices Built on LLVM and compatible with many Go language features, TinyGo lets you write Go code that runs on devices with as little as 16KB of RAM. Yes, seriously. Cross compiling made easy Runs on dozens of MCUs (Arduino, ESP32, STM32, …  ( 9 min )

The most innovative music tools of 2025! Andrew Huang teams up with The MIDI Association to showcase the year’s coolest gear, from polished commercial hardware and software to experimental prototypes. Expect to see everything from sleek audio interfaces and plugins to next-level synth rigs and cutting-edge production tools—plus a deep dive into the promise of MIDI 2.0. Chapters guide you through each category: • Commercial hardware products (0:51) • Hardware prototypes (4:22) • Commercial software products (6:56) • Software prototypes (10:42) • MIDI 2.0 (13:21) • Artistic/visual projects & installations (14:27) Watch on YouTube  ( 6 min )

Thee Marloes dropped by KEXP’s Seattle studio on August 1, 2025, to perform their song “Over” live. The Indonesian quintet features Natassya Sianturi on vocals and keys, Sinatrya Dharaka on guitar and backing vocals, Tommy Satrio on drums, Rhesa Filbert on bass and backing vocals, and Sandy Kusuma on percussion and backing vocals. Hosted by Larry Mizell, Jr., the session was recorded by audio engineer Kevin Suggs and mastered by Matt Ogaz. A five-cam shoot (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) was edited by Luke Knecht. Dive deeper at theemarloes.bandcamp.com or kexp.org, and join their YouTube channel for extra perks. Watch on YouTube  ( 6 min )

Nation of Language dropped a vibrant live rendition of In Another Life at the KEXP studio on August 4, 2025. Ian Devaney leads on guitars and vocals, Aidan Noell adds keys and harmonies, and Alex MacKay holds it down on bass, all under the warm guidance of host Cheryl Waters. Behind the scenes, Julian Martlew and guest mixer Skinny Salazar handled the audio engineering, with Matt Ogaz mastering the track. A four-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht) captured every moment, edited by Jim Beckmann. Explore more at nationoflanguage.com and kexp.org. Watch on YouTube  ( 6 min )

Nation of Language hit the KEXP studio on August 4, 2025, to perform their dreamy synth-pop track “Under The Water.” Fronted by Ian Devaney (guitar/vox), with Aidan Noell on keys and vocals and Alex MacKay on bass, the trio delivered a tight, atmospheric live take that’s as catchy as it is immersive. Hosted by Cheryl Waters and captured by audio engineers Julian Martlew and guest mixer Skinny Salazar (mastered by Matt Ogaz), the session was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht and edited by Beckmann. Dive deeper at nationoflanguage.com or kexp.org, and join the channel for exclusive perks. Watch on YouTube  ( 6 min )

Nation of Language hit the KEXP studio on August 4, 2025 to unleash a live rendition of “I’m Not Ready For The Change.” Fronted by Ian Devaney (guitar/vocals), with Aidan Noell on keys and Alex MacKay on bass, the session was steered by host Cheryl Waters and engineered by Julian Martlew with Skinny Salazar mixing, then polished by Matt Ogaz. A camera squad led by Jim Beckmann (with Carlos Cruz, Scott Holpainen & Luke Knecht) captured every moment before editor Jim Beckmann put it all together. Dive deeper at nationoflanguage.com or kexp.org, and join their YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Nation of Language Live on KEXP On August 4, 2025, synth-pop trio Nation of Language dropped a full live session at the KEXP studio, rolling through four tight tracks—“Under the Water,” “I’m Not Ready For The Change,” “Inept Apollo,” and “In Another Life.” Ian Devaney’s guitars and vocals led the charge, backed by Aidan Noell on keys and Alex MacKay on bass, all steered by host Cheryl Waters. Behind the scenes, Julian Martlew, Skinny Salazar, and Matt Ogaz handled audio duties, while Jim Beckmann, Carlos Cruz, Scott Holpainen, and Luke Knecht captured every angle (with Beckmann on the edit). Watch the full performance at kexp.org, explore more at nationoflanguage.com, and join the KEXP YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

🚀 Quick update: After taking on the SOC‑CERT challenge, I’m excited to share that my production-style SOC dashboard is now live — built with 15+ KendoReact Free components and powered by real Cohere AI analysis (with a smart fallback system for reliability). 🔍 What’s Inside: Real AI Integration – Live threat analysis via Cohere’s API, with clear environment/source badges (Cohere-Direct / Intelligent-Fallback). Stable Demo Data – Powered by a KV snapshot to ensure a smooth and consistent judging experience. 🚀 Try It Out: https://soc-cert-dashboard.vercel.app Source Code: https://github.com/joupify/soc-cert-dashboard 💡 Behind the Build: Full transparency: real API calls when available, graceful fallbacks when not — no mockups. Feedback and feature ideas are welcome! Follow-ups will include captions, posters, and deeper dives into the AI analysis examples.  ( 6 min )

The Ryder Cup’s Hidden Merch Scoop During the pandemic, Jon Millman whipped up custom ball markers as a hobby—and before he knew it, his Golf Life Metals creations were in the pockets of the world’s best. Rory McIlroy famously used one to clinch the 2025 Masters and complete his career grand slam. Now Millman’s markers will be teeing off with both Team Europe and Team USA at the 2025 Ryder Cup on Bethpage Black. Watch on YouTube  ( 6 min )

Hyrule Warriors: Age of Imprisonment just got the official Zelda stamp, and that canon status is unlocking some seriously cool new gameplay twists. From a hands-on peek, you can expect fresh mechanics and epic crowd-clearing action that feel right at home in Hyrule’s lore—and then some. Watch on YouTube  ( 5 min )

Ananta | Official 10 Minute Gameplay Trailer The moment you sign in as Nova City’s new captain, your company goes belly-up and the internet explodes—thanks to a Maniac Chaos–induced traffic jam. You’re thrown into a chaos soup of online outrage and heavy workloads. Worse yet, you barely know the city. With unfamiliar streets, a collapsing organization and no handbook for everyday nightmares, brace yourself: some seriously tough days are ahead. Watch on YouTube  ( 6 min )

Imagine running a cozy café with a tiny pastry shelf. You can only keep a few items at a time, and when the shelf is full, something has to go. The real question: which pastry gets kicked off to make room for the new one? That’s exactly what caches do in software. The shelf is your RAM, pastries are data, and the “kick-off” rules are called cache eviction policies. Let’s see how each works — café style. Kick out the oldest item first. Everyday café analogy: The cinnamon bun that’s been sitting on the shelf longest gets tossed to make space for fresh pastries. Why it works: What if that cinnamon bun is still a customer favorite? FIFO doesn’t care — it’s gone. Where it's used: Simple and predictable, FIFO works in queues, streaming buffers, and systems where order matters more than popularit…  ( 7 min )

A post by member_3d2e8190  ( 5 min )

When you're juggling dozens of user preferences and permission levels, it's easy to reach for JSONB columns or sprawling tables of boolean fields. But there's a leaner way: bitmasks. With a single BIGINT column you can encode up to 64 flags, check them in constant time, and keep your schema compact. Pair this with generated columns in Postgres, and you get the best of both worlds - compact storage and human-readable queries. Note: This comes with some caveats. Bitmasks are fast and small, but they can add complexity - sometimes unnecessarily. Generally I would only implement this approach on a very specific class of project and where the flags are immutable or fixed - migrations can be a pain and over large, long-lived projects it's probably not the best choice. In the real world, I use th…  ( 10 min )

Before AI came along, legal work was slow and mostly manual. Lawyers spent hours digging through documents, researching cases, and drafting contracts. This whole process burned a lot of time and money. For many people, it made getting legal help feel out of reach. AI is shaking things up by speeding through routine tasks like document review and case research. Now, legal AI tools can automate a bunch of steps, so lawyers get to spend more time on strategy and less time buried in paperwork. Legal services are getting more efficient and, honestly, a bit more accessible for everyone. The Legal Landscape Before and After AI The legal world used to run on manual work—long hours spent on paperwork, research, and endless review. With AI tools in the mix, you can work faster and with fewer mista…  ( 9 min )

Creating a card game platform in Java is an excellent way to practice object-oriented design, arrays, and algorithmic thinking. Today, we’ll explore a full-featured deck of cards implementation with shuffling, dealing, peeking, and utility methods. By the end, you’ll understand how to manage a deck programmatically and create a foundation for any card game. 🌱 1️⃣ Representing the Cards Each card has a face (Ace, Two, …) and a suit (Hearts, Spades, …). public class Card { private final String face; private final String suit; public Card(String face, String suit) { this.face = face; this.suit = suit; } @Override public String toString() { return face + " of " + suit; } } Explanation: Using final ensures immutability of each card. The to…  ( 8 min )

Introduction Whenever I'm not sure what a user input is, I normally have to check to see its type to figure out how to deal with the information. Most of the time, people will say to use TypeScript, but when I work on personal projects or solo projects, I would rather not deal with TypeScript's added bloat of syntax. So today is a quick post on how I handle each type in JavaScript. When you want to check basic values like strings, numbers, bigints, booleans, undefined and symbols, it is as easy as just using the typeof operator. As they are primitive types, they have their own set value and are easy as just checking their type. console.log(typeof "Hello World"); // string console.log(typeof 100); // number console.log(typeof 42n); // bigint console.log(typeof…  ( 8 min )

Close the Gap Between Jira and Your Code Managers: ‘It’s all in Jira.’ Developers: switch tabs for the 37th time 🙄 Imdone: Keep it in the repo. 🚀 imdone.io  ( 6 min )

Over the last decade or so, I have had the opportunity to experiment with various git usage strategies and styles. Ranging from branch names, to pull request descriptions, a lot of time has been spent thinking about how to best describe our work to convey as much information clearly and concisely to others. There are a wealth of strategies or style guides on how to best utilise the git ecosystem but there is no silver bullet that solves all potential scenarios. What follows is an outline of some of the rules and guides I have incorporated into my daily git life which has best worked for my team and me. Disclaimer: This is an evolving document which has been altered and tuned over the years. It may not apply to you and your situation but perhaps there is a nugget or two here that could impr…  ( 9 min )

Creating high-quality content consistently can be a challenge—whether it’s blog posts, social media updates, or technical documentation. That’s why I built ContentAIPro, an AI-powered tool that helps developers, writers, and creators generate content faster and smarter. 🔹 Key Features AI Content Generation: Create blog posts, articles, and social media captions in seconds. Customizable Prompts: Guide the AI to produce content in your style or tone. Multi-Platform Support: Generate content for websites, LinkedIn, Twitter, and more. SEO Friendly: Suggestions to optimize your content for better search visibility. Easy Integration: Works with APIs for automation in your workflow. 🔹 Tech Stack[LINK:- https://zingy-creponne-8ff206.netlify.app/] Backend: Python, FastAPI AI: OpenAI GPT / Custom ML models Frontend: React + Tailwind CSS Deployment: Docker, AWS ContentAIPro is designed to save time, boost creativity, and improve productivity for anyone who creates content regularly. Check it out and let me know your thoughts! Feedback is always welcome 🙌 AI #MachineLearning #ContentCreation #FullStack #Python #React #DevTools  ( 6 min )

Qodo-Merge 🚀Qodo Merge is an open-source tool designed to streamline the review and management of pull requests (PRs) by providing AI-powered feedback and suggestions. With Qodo-Merge you can automate the code review process for all pull requests ensuring that only high-quality code gets merged into the main codebase. By default it uses the GPT-4 model(You'll need an OpenAI API Key) but you can change the model of your preference or even add your own custom model. This enables you to chat with the PR Agent instantly on your public GitHub repository. You just need to mention @CodiumAI-Agent and add the below mentioned desired command in any PR comment. The agent will generate a response based on your command. /describe – generates PR description - title, type, summary, code walkthrou…  ( 11 min )

Plasma Foundation | Over USD 2.4B TVL & 54.02% APY, XPL and Staking Rewards Dear community, We are excited to introduce Plasma, a next-generation stablecoin ecosystem, now launching its XPL token and native stablecoin neobank, targeting emerging markets. Recent milestones include: XPL Token Market Cap: Over USD 2.4B at debut Mainnet Beta Launch: XPL token rallying ahead of full deployment Stablecoin-Neobank Integration: First of its kind, designed for seamless cross-border payments Emerging Markets Focus: Expanding access to digital financial tools globally Staking Rewards: Earn rewards proportional to the amount of XPL tokens staked Next step: Participate in staking to secure early rewards and access exclusive ecosystem benefits. Ensure wallet registration and token eligibility to maximiz…  ( 6 min )

Hi! September brings a new API - Identity Insights — plus major Video API improvements. The Vonage Viewpoint Questionnaire is ready for your feedback. You’ll also find fresh tutorials on RCS and SIM swap fraud … not to mention the latest tech trends. And get ready for a busy events season. Circle the dates and come meet the team. The Vonage Developer Relations Team 💜 SURVEY Your Viewpoint Questionnaire — Developer Community The Vonage Developer Community offers workspaces, channels, events, and activities to help developers connect and support one another. We’d love your feedback to improve the Developer Community. Complete the questionnaire by November 30, 2025, *to receive a *€10 Vonage coupon. Limited to one entry per person. Open to Vonage Viewpoint User Group participants only. RELE…  ( 8 min )

The most innovative music tools of 2025! Andrew Huang kicks off the 2025 MIDI Innovation Awards by showcasing sleek commercial hardware, wild prototype gear, and cutting-edge software experiments—all powered by the next-gen MIDI 2.0 spec. He wraps up with jaw-dropping artistic and visual installations that blur the lines between music and tech. Watch on YouTube  ( 6 min )

Thee Marloes – “Mungkin Saja” Live on KEXP Get ready for an intimate in-studio jam as Indonesian alt-rockers Thee Marloes deliver their track “Mungkin Saja” live at KEXP on August 1, 2025. With Natassya Sianturi’s evocative vocals and keys, Sinatrya Dharaka on guitar & vox, Tommy Satrio on drums, Rhesa Filbert on bass & vox, and Sandy Kusuma on percussion, it’s a feel-good performance you don’t want to miss. Behind the scenes, host Larry Mizell Jr. keeps the vibe flowing, while Kevin Suggs and Matt Ogaz handle the audio magic. A team of five camera operators and editor Luke Knecht turn the session into video gold. Catch more live sessions on KEXP.org or explore fresh tunes on their Bandcamp—and hey, why not join the YouTube channel for some sweet perks? Watch on YouTube  ( 6 min )

Thee Marloes crash into the KEXP studio with a live take of their track “Over,” recorded August 1, 2025. Fronted by Natassya Sianturi’s vocals and keys, the Jakarta five-piece (Sinatrya Dharaka on guitar, Tommy Satrio on drums, Rhesa Filbert on bass and vocals, plus Sandy Kusuma on percussion and backing vox) brings raw indie-rock energy you can almost touch. Hosted by Larry Mizell, Jr., mixed by Kevin Suggs and mastered by Matt Ogaz, the session’s captured on camera by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht (who also handles the edit). Catch the full performance at KEXP.org or snag “Over” on Thee Marloes’ Bandcamp. Watch on YouTube  ( 6 min )

Thee Marloes rocked the KEXP studio on August 1, 2025, with a concise five‐song set featuring “Logika,” “Over,” “Not Today,” “Mungkin Saja” and “I’d Be Lost.” The Jakarta‐based crew brought a punchy, rhythmic vibe straight to your speakers. Fronted by Natassya Sianturi (vox/keys) and backed by Sinatrya Dharaka (guitar), Tommy Satrio (drums), Rhesa Filbert (bass) and Sandy Kusuma (percussion), the session was hosted by Larry Mizell Jr. Audio engineer Kevin Suggs and mastering whiz Matt Ogaz kept things crisp, while a five‐camera team and editor Luke Knecht captured every moment. Dive deeper on their Bandcamp or catch the full set at KEXP.org. Watch on YouTube  ( 6 min )

Nation of Language Live on KEXP Brooklyn synth-pop trio Nation of Language stopped by KEXP on August 4, 2025 to play their single “In Another Life,” with Ian Devaney (guitar/vocals), Aidan Noell (keys/vocals) and Alex MacKay (bass) laying down the studio magic. Host Cheryl Waters guided the session as audio engineers Julian Martlew and Skinny Salazar handled the mix, with mastering by Matt Ogaz. A four-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen & Luke Knecht) captured every moment, and editor Jim Beckmann stitched it all together. For more live sessions and perks, head to nationoflanguage.com, kexp.org or join the KEXP YouTube channel! Watch on YouTube  ( 6 min )

Nation of Language hit the KEXP studio on August 4, 2025, to perform their dreamy single “Under The Water.” Ian Devaney (guitar/vocals), Aidan Noell (keys/vocals) and Alex MacKay (bass) brought their infectious synth-pop vibe to Seattle’s beloved indie radio station, all under the friendly guidance of host Cheryl Waters. Behind the scenes, audio engineer Julian Martlew teamed up with guest mixer Skinny Salazar (mastered by Matt Ogaz) to nail the perfect live sound, while Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht captured the performance on camera (with Beckmann also handling the edit). Watch on YouTube  ( 6 min )

Nation Of Language Live on KEXP Nation Of Language stopped by KEXP on August 4, 2025, to lay down a vibrant in-studio rendition of “I’m Not Ready For The Change.” The synth-pop trio—Ian Devaney (guitars, vocals), Aidan Noell (keys, vocals) and Alex MacKay (bass)—lock in under the watchful eye of host Cheryl Waters, with audio wizardry from Julian Martlew, Skinny Salazar and Matt Ogaz. Behind the scenes, Jim Beckmann, Carlos Cruz, Scott Holpainen and Luke Knecht handled the cameras and editing to capture every neon-tinged riff. For more Nation Of Language goodness, head to https://www.nationoflanguage.com or join KEXP’s channel for exclusive perks. Watch on YouTube  ( 6 min )

The Ryder Cup’s Secret Weapon: Custom Ball Markers What started as Jon Millman’s pandemic hobby of handcrafting unique ball markers has turned into Golf Life Metals, the go-to source for Tour-level swag. Believe it or not, Rory McIlroy tapped one of Millman’s markers on his way to winning the 2025 Masters and completing his career grand slam. Now, heading into the Ryder Cup at Bethpage Black, both Team Europe and Team USA will sport these bespoke markers, proving that—even in elite golf—small touches can make a big statement. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? A surprise round of golf with the US Junior Champion turned into an unforgettable day on the course—watch as they tee off, trade shots and push each other to play their best. Beyond the epic matchup, the video’s loaded with gear recommendations and discount codes—from Rhoback apparel and Foresight Sports launch monitors to Bushnell rangefinders and LAB putters—plus links to join the newsletter, Discord, Twitch stream and all their social channels for more golf content. Watch on YouTube  ( 6 min )

Hyrule Warriors: Age of Imprisonment Hands-On Preview The latest Musou-style Zelda spin-off, Age of Imprisonment, has officially joined the series’ canon—meaning those over-the-top battles now actually impact the wider Legend of Zelda timeline. Expect familiar characters, epic boss brawls, and a few surprise twists that tie directly into Hyrule’s established lore. With its canon status, the game introduces brand-new mechanics that feel right at home in the Zelda universe—think dynamic stage events, weapon upgrades that evolve alongside Link, and special “story battles” that give longtime fans some juicy narrative payoffs. It’s classic musou chaos… but with a Zelda-shaped twist. Watch on YouTube  ( 6 min )

NINJA GAIDEN 4 dives back into its punishing roots with dynamic enemy placement and aggressive AI that scale with your chosen difficulty. New Hero Mode and adjustable assists make high-speed combat more approachable, while a series-first stand-alone training mode lets you perfect your combos before facing the real challenge. The TGS 2025 gameplay overview trailer breaks it all down: Intro at 0:00, Hero Mode at 1:01, and a brutal Master Ninja Level run at 2:44. Watch on YouTube  ( 6 min )

Ghost of Yōtei Review Ghost of Yōtei hands you the reins to Atsu, a fresh-faced protagonist driven by a thirst for revenge. From the opening moments, you’re swept into a tale that’s as emotionally charged as it is action-packed. Set against the lush yet blood-soaked tapestries of Feudal Japan, the game thrives on its stunning contrasts—serene shrines one moment, brutal skirmishes the next. It’s a wild ride that balances beauty and violence like a razor’s edge. Watch on YouTube  ( 6 min )

Привіт, друзі! 👨‍💻 Хто я • Frontend Engineer з 4+ роками досвіду роботи з Vue, TypeScript, Tailwind, GraphQL, REST. Моя мета — вдосконалити навички менторства, поділитися практичними знаннями з комерційних проєктів і допомогти вам швидше зростати у професії. 💡 Що вас чекає На першому етапі ми разом створимо просунутий To-Do застосунок на Vue 3 + Pinia + TypeScript + Tailwind із CRUD-функціоналом і додатковими фічами, які зустрічаються в реальних проєктах. 📌 Тривалість першого блоку — 2 місяці. 🎯 Кар’єрна підтримка Менторство відбувається у співпраці з Career Language Center, тому, окрім технічних навичок, ви отримаєте ще й кар’єрний супровід від експертки Daria Rybalka: • Career Goal-Setting Session (30 хв. індивідуально у Zoom): постановка особистих цілей і плану дій; 🙌 Для кого • Початківці, які вже впевнено володіють HTML/CSS і мають базу в JavaScript. Досвід і вік значення не мають — головне ваша мотивація 🚀 🗓 Формат Онлайн-заняття 2 рази на тиждень. 👉 Як долучитися Заповніть Google-форму https://docs.google.com/forms/d/e/1FAIpQLSfF58bQ9kn7mNJHSLGVHETTXJ6PLrKjUVf65lpY4B8zU2QEEw/viewform Після відбору я особисто зв’яжусь із кожним, хто пройде. Активуйте, щоб переглянути збільшене зображення. Немає альтернативного текстового опису для цього зображення  ( 7 min )

You ever seen a non-developer light up when they discover microflows? “Look! You can just drag-and-drop logic! No need to write code!” Yeah. And you can make toast in the microwave too—doesn’t mean it’s the best idea. Let’s talk about microflows, the sweet-looking flowchart logic that’s supposed to make development “accessible” to everyone. Boxes, arrows, conditions—what could possibly go wrong? Spoiler: everything, once you try to do anything non-trivial. Here’s how it usually goes: Day 1: The business analyst is beaming. “I built a customer onboarding flow!” They proudly show you a spaghetti diagram that looks like a crime scene map from a detective show. Cute. Day 5: You’re called in because the flow doesn’t handle a null value, breaks on edge cases, and has a performance problem. So no…  ( 7 min )

✨ Ever wondered how apps like Splitwise instantly show icons as you type — typing “home” gives you 🏠 or “pizza” brings up 🍕? 💡 What makes it dynamic? 📊 Inside the kit 🎯 Why Smart Icons Kit? 📦 Install now: npm install smart-icons-kit 🙏 Icon Credits 🚀 This project is open source and accepting contributions. 👉 Check it out: https://www.npmjs.com/package/smart-icons-kit  ( 6 min )

Top 10 Codex CLI Tips Every Developer Should Know Emmanuel Mumba ・ Sep 26 #webdev #programming #ai #beginners  ( 5 min )

In our previous blog post, we introduced the basics of orchestration and showed how to write a deployment workflow for a backend service. coordinating deployments across environments sharing common resources (like a cloud account, a VPC, a database...) between services in the stack handling failures and rollbacks keeping each tenant isolated yet manageable To address this, we need to go beyond simple workflows and start managing state, transitions, shared resources, and deployment strategies. Let’s see how simple this becomes with Orbits. In Orbits, a Workflow is a one-time execution: it runs, performs its actions, and then it's done. While this is useful, it's not enough when you want to manage stateful, reusable services across multiple environments or tenants. Instead, Orbits introduc…  ( 15 min )

This article I'm going to cover Blockchain, I'm going to go into as much detail as possible about how this technology works in the real world, and more important details. Due to my reading of the sources at the end of this post, I realized that I won't be able to go into as much detail as I wanted, blockchain is a very extensive and complex subject, I'll have to explain each subject on the map in other posts, in short I'll have to dissect this post into several. I'm not going to talk about its history because there's already a previous post, but I feel that my time has come to deepen my knowledge of this world of "blockchain". Reading map: How does Blockchain work?; What are the advantages of using blockchain? Blockchain's Main Characteristics Find out about 5 applications of blockchain in…  ( 9 min )

You've built a new feature, tested it, and are ready to finally ship it. You check in with the team to make sure everything is good to go before launching it for customers and then someone asks “Do we have docs for this?” Documentation often becomes an afterthought in software development, so I want to explore using a Claude agent to help me identify documentation gaps and generate initial drafts for the missing documentation. I’m using the Depot Claude remote sandboxes, because I think being able to return to my session and share it with the team will be useful. For more information on these, check out this quickstart guide. I want to start by making sure that Claude understands the change being made. For the simplicity of this example, I’ll choose a small change represented by a single c…  ( 11 min )

Codex CLI has quickly become a go-to tool for developers looking to streamline workflows, automate repetitive tasks, and bring AI assistance directly into their development environment. Whether you’re fixing bugs, generating code, or running commands in your repo, Codex lets you stay in flow while reducing cognitive load. But like any powerful tool, its efficiency depends on how you use it. Over the last few months, developers have uncovered practical ways to get the most out of Codex CLI. These aren’t theoretical tips they come from real-world usage, tested in both professional projects and side hustles. Before we get into Codex CLI tips, one quick note: if your project involves APIs, a tool like Apidog can complement Codex. While Codex helps with automation and code, Apidog makes testing…  ( 16 min )

本篇要解決的問題 PM2 是 Node.js 裡常用的 process manager，一般如果是透過網頁監控、重啟，大概會使用官方的 Keymetrics。 但，But！就是這個 But！免費版最多只能監控 4 個 Process，再多就要掏出魔法小卡了。 問了 ChatGPT 後，發現有一個開源的替代方案：pm2.web，可以自己架設，不管幾個 process 都完全免費。 以下筆記如何使用 Vercel + MongoDB Atlas 部署 pm2.web，免費監控我們的 PM2。 pm2.web 分成兩部分，如下。 Next.js 寫前端 + API。 本篇選擇放在 Vercel 執行。 官方文件裡叫 Backend，其實它就是跑在目標伺服器上的 Agent。 Agent 在我們要監控的伺服器上，透過 PM2 BUS API 讀取 process 狀態，再把資料寫到 MongoDB。 Dashboard 與 Backend 之間是透過 MongoDB Atlas 溝通，不需要開防火牆或暴露 192.168.* 內網。 前往 MongoDB Atlas 建一個免費 cluster。 複製連線字串，待會會用到： 在 Network Access 加上 0.0.0.0/0（因為 Vercel 是浮動 IP，否則無法連線）： 點擊 官方文件 上的「Deploy」按鈕： 設定環境變數： MONGODB_URI = 我們的 Atlas 連線字串 NEXTAUTH_SECRET = 自己生成的隨機字串（可用 openssl rand -base64 32，或直接開啟 https://generate-secret.vercel.app/32） 第一次部署後，一定會出現失敗，免緊張、免害怕，選單點擊 Settings → Build & Development Settings → Framework Preset，選 Next.js，之後再重新 Redeploy 一次，就 OK 了。 部署完成後，打開網址會進入註冊頁。 ⚠️ 重要提醒：第一個註冊的帳號會自動成為 owner，之後就能在 UI 裡管理權限。 官方文件：pm2.web - Backend 假設內網伺服器 IP 是 192.168.1.2，進入主機後： git clone https://github.com/oxdev03/pm2.web.git cd pm2.web # 根目錄先安裝（避免 pm2 報錯） npm install # 進入 backend 目錄 cd apps/backend npm install # 複製環境變數範例 cp .env.example .env 編輯 .env 檔： MONGODB_URI=我們的 Atlas 連線字串 接著，終端機要回到專案的根目錄，不能停留在 backend 的資料夾中。 執行以下： pm2 start npm --name "pm2.web" -- run "start:apps:backend" pm2 save pm2 startup # 重開機後會自動啟動 接著瀏覽器打開 Vercel 提供的網址，就會看到 Dashboard 上出現資料了： 這樣 Backend 就會定期把 PM2 狀態推送到 Atlas，Dashboard 會自動讀取。 在 Dashboard 上我們可以： 查看所有 process 的狀態（Running、CPU、Memory 使用率） 遠端重啟、停止 process 監控多台伺服器的 PM2 狀態 照著本筆記文的方式依步驟執行後，我們就能用 Vercel + MongoDB Atlas + pm2.web，打造一個： ✅ 完全免費 ✅ 介面美觀，有深色模式 ✅ 可控管使用者權限 ✅ 透過網站進行多機管理 的 PM2 監控系統，不用因為沒有魔法小卡，被 4 個 process 給限制。 pm2.web GitHub MongoDB Atlas Vercel  ( 7 min )

IoT Smart Irrigation: Boost Yields & Cut Water Waste TL;DR: Traditional irrigation is inefficient and costly. IoT-powered smart irrigation uses real-time data from sensors to automate watering, drastically cutting water waste, lowering operational costs, and boosting crop yields. This guide explores the technology, benefits, and implementation roadmap for this essential smart farming solution. In modern agriculture, every drop of water and every kilowatt of energy counts. Agribusiness leaders face a dual challenge: maximizing crop yields to meet growing demand while navigating rising operational costs and increasing water scarcity. The old methods of watering on a fixed schedule or relying on manual checks are no longer sustainable or competitive. The future of farming isn't just about w…  ( 10 min )

Introduction Deploying new versions of a web service without interrupting users is a classic challenge for any DevOps lead. With Docker handling containerization and Nginx acting as a reliable reverse proxy, you can achieve true zero‑downtime releases. This checklist walks you through the essential steps—from image building to traffic shifting—so you can ship features confidently. Define a versioning strategy – Semantic versioning (v1.2.3) works well with Docker tags. Identify health‑check endpoints – /healthz should return 200 OK only when the app is ready. Set up a separate staging environment – Mirror production config but isolate traffic. Document rollback criteria – E.g., error rate > 2% over 5 minutes triggers a revert. A deterministic Dockerfile eliminates “it works on my machine”…  ( 8 min )

What Does “Artificial Intelligence” Really Mean? Artificial intelligence is often presented as the innovation of our time. But what truly stands behind this name? If you look closer, you’ll see that AI is mostly automation and probability models. Behind the label are mathematical algorithms that have existed for decades. The difference today is that we finally have the data to apply them at scale — to train, test, and use them in real-world systems. Probability isn’t new. Automation isn’t new. What’s new is the combination of these with massive datasets. When YouTube suggests what to listen to next, it doesn’t actually know you. It just calculates probabilities based on people like you. But because it feels personal, we can easily think: “Oh no, maybe there’s really AI behind this 🤯.” A…  ( 7 min )

As developers, we know the frustration of connecting AI tools with real-world systems. You might use an AI model to summarize a document, but if you want to also email the result and log it in a database, you usually have to build the integrations yourself. It is an open standard that defines how AI agents connect to external tools. Instead of writing custom APIs and glue code for each integration, you work with a shared protocol. What problem does it solve? Before MCP, every multi-tool workflow required developers to wire systems together manually. With MCP, AI agents can: Call multiple tools in sequence Pass data across systems Execute without additional custom code This shifts AI from a reactive assistant into an operator that can handle end-to-end workflows. Architecture overview MCP h…  ( 7 min )

On September 8th, 2025, the JavaScript ecosystem narrowly avoided catastrophe. A single phished maintainer account was all it took for attackers to publish malicious updates to 18 of the most popular NPM packages: libraries like chalk, debug, and ansi-regex that collectively get over 2 billion downloads per week. 😱 For about two hours, anyone running npm install or deploying a fresh build could have unknowingly pulled in these compromised versions. The payload was not just a proof-of-concept. It was a stealthy crypto-drainer, silently swapping wallet addresses during cryptocurrency transactions in web browsers. If you had a MetaMask wallet open in an app with one of these packages, your funds could have been redirected to the attacker. This attack is a wake-up call for every developer…  ( 9 min )

Centralized AI infrastructure has long been dominated by large-scale data centers and proprietary platforms. Neurolov proposes a different model: a decentralized AI studio and compute marketplace, coordinated by its native token, NLOV. Unlike speculative tokens with little practical function, NLOV is designed as a multi-utility coordination layer that powers compute access, AI tools, contributor rewards, and governance. Neurolov provides a browser-native platform where participants can: Contribute compute through the NeuroSwarm browser grid. Rent GPU capacity for training or inference tasks. Access AI tools such as image generation, video synthesis, and 3D modeling. Build and deploy autonomous AI agents. All of these services are integrated with the NLOV token as the common pa…  ( 7 min )

Learn how AI assistance transformed a backend developer into someone capable of handling complex SQL Server database administration tasks, resolving critical performance bottlenecks without formal DBA training. As a backend developer at a data-intensive SaaS company, I was tasked with resolving critical database performance issues. The company handles large amounts of data in SQL Server but lacks a dedicated database administrator, resulting in developers being responsible for performance optimization. This is the story of how AI assistance transformed me from a backend developer with limited DBA knowledge into someone capable of handling complex SQL Server optimization tasks. Client complaints surged as SQL Server query performance degraded significantly. I was tasked with identifying and…  ( 8 min )

Hi everyone! Krzysztof and Tymek from Software Mansion here! 👋 In this issue, as always, we have some great news prepared for you. On the React side, TanStack Start has been announced in Release Candidate, React Router expands RSC support to its Framework Mode, and the official ESLint plugin for React Hooks is now exhaustively documented. However, on the React Native side, we have a bit less than usual news for you. Perhaps this is because autumn has begun (and the world overall has become gloomy), or maybe it's because there is a slight silence that heralds a storm in our React world? Well, as we know, React Conf is coming up, so everyone is probably postponing their announcements and releases until October 7. 😉 We hope you enjoy this edition and that during this cloudy season, each of …  ( 29 min )

Why Your IoT Strategy Needs Native Apps TL;DR: For enterprise-level IoT ecosystems, web or hybrid apps often fall short. Native mobile applications deliver the non-negotiable performance, deep hardware integration, and robust security required for reliable, high-ROI smart device deployments. This article breaks down why choosing a native app is a critical strategic decision for any serious IoT initiative. Your organization has invested heavily in a network of smart devices. Sensors are collecting data, gateways are routing traffic, and your cloud platform is humming with information. But there's a critical link in this chain that is often treated as an afterthought: the user interface. How do your engineers, technicians, and managers interact with this complex ecosystem? The answer to th…  ( 10 min )

Database partitioning is a powerful technique for managing large tables in MySQL. Here is a comprehensive tutorial covering the key aspects of partitioning. Partitioning is a process that divides a large database table into smaller, more manageable pieces called partitions. Each partition is stored and handled as an individual table, but they are logically grouped together and treated as a single table by MySQL. This division is based on a set of rules (a partitioning function or scheme) that you define. Partitioning offers several significant benefits: Benefit Description Improved Query Performance Queries that involve the partitioning key can scan fewer partitions, dramatically reducing the amount of data the database has to read, a process called partition pruning. Easier Data …  ( 10 min )

Quick note: Prices and limits change periodically. The examples below are accurate as of Fall 2025, but always check each provider’s current pricing page before you deploy. Ever tried to decipher AWS Bedrock’s pricing and felt lost? This post explains tokens, billing, and real costs in plain English so you can plan with confidence. About This Guide Generative AI is everywhere, but pricing can be baffling if you’ve never used it before. As someone who helps businesses integrate AWS Bedrock into real workflows, I’ve seen that understanding a few basics (tokens, model limits, and billing) can save time and money. This article explains, in plain English: What AWS Bedrock is What “tokens” are and why they’re the key to pricing How much Amazon’s models actually cost How it compares to OpenAI a…  ( 12 min )

Introduction: Why I Built This Have you ever been curious about tarot readings but felt overwhelmed by the decks and interpretations? I wanted to create a simple, interactive way to explore tarot using Python. This project was born out of a desire to combine coding with the mystical world of tarot cards—making the experience accessible for beginners, while also being fun for enthusiasts. My Python program simulates a tarot reading by shuffling a deck of tarot cards, drawing a few, and displaying their meanings in a clear, user-friendly format. It uses object-oriented programming to manage the deck and cards, making the code modular and easy to extend. Key features include: A complete tarot deck with both Major and Minor Arcana. Randomized shuffling for authentic readings. Clean formatting of card meanings for readability. Easy-to-use functions for drawing single or multiple cards. Check out the full code on GitHub. This project has been a rewarding journey, merging logic and intuition in one interactive experience. It’s a great starting point for anyone wanting to explore tarot, or just enjoy a little mystical fun. Future updates might include adding card reversals, interactive GUI, or integrating with web applications—but for now, it’s a solid foundation to explore the magical world of tarot through code. Try it out yourself and see what the cards reveal!  ( 6 min )

*What is an event?* An event is a signal that something has happened in the system or application — like a user clicking a button, a page loading, or a dialog appearing. An event represents a specific action or occurrence that you can listen for and respond to in your code. *✅ Here is the list of events supported in the playwright* Event Name Description Before the event occurs on the browser, we have to instruct the playwright to be ready to handle the event so the sequence is store promise by using waitforevent method without await keyword you do the action which triggers the popup you wait for the stored promise to fulfil (captured in first step) you take action on the event. // Start waiting for the dialog before triggering it const dialogPromise = page.waitForEvent('di…  ( 7 min )

Nesse breve tutorial vou mostrar como configurar um backbone MPLS utilizando o sistema operacional OpenBSD, talvez o sistema mais seguro do mundo também tem suporte para uso de MPLS, mas você que está lendo pode estar se perguntando porque não estamos utilizando Cisco ou Juniper, isso é simples, o que move quem vos escreve é a aleatoriedade :) Nesse tutorial não vamos tratar da instalação do OpenBSD, para isso você pode consultar a documentação oficial aqui O que é MPLS? O que é um circuito VPLS? Cenário proposto de backbone MPLS com OpenBSD No cenário da imagem acima, vamos simular um pequeno backbone de uma operadora com dois roteadores de core(P - provider) e dois roteadores de borda(PE - provider edge), fechando um túnel VPLS do tipo pseudowire ponto a ponto baseado na RFC 4447 que …  ( 9 min )

Hypothesis Testing in Data Analysis 📊 Today I explored the backbone of statistical decision-making → Hypothesis Testing. 🔹 Key Steps: 🔹 Why it matters? ✅ Validates assumptions ⚡ Fun Fact: Hypothesis testing was formalized by Ronald Fisher & Jerzy Neyman in the early 1900s — and it’s still the gold standard in science! Python #Statistics #HypothesisTesting #100DaysOfCode #DataAnalytics  ( 6 min )

Healthcare systems worldwide are deploying artificial intelligence to monitor patients continuously through wearable devices and ambient sensors. Universities are implementing AI-powered security systems that analyse campus activities for potential threats. Corporate offices are integrating smart building technologies that track employee movements and workspace utilisation. These aren't scenes from a dystopian future—they're happening right now, as artificial intelligence surveillance transforms from the realm of science fiction into the fabric of everyday computing. Walk through any modern hospital, university, or corporate office, and you're likely being monitored by sophisticated AI systems that operate far beyond traditional CCTV cameras. These technologies have evolved into comprehens…  ( 19 min )

Kubernetes ReplicaSet: Reliability, Load Balancing & Scaling When running applications in Kubernetes, you don’t want to worry about pods crashing or being overloaded with traffic. That’s where a ReplicaSet comes in. It ensures your applications stay available, balanced, and scalable. A ReplicaSet’s job is simple but powerful: For example: If you define 3 replicas, Kubernetes will always try to keep 3 pods alive. If one crashes, ReplicaSet immediately spins up another. 1. Reliability & High Availability A ReplicaSet guarantees that the required number of Pods are always running. If a Pod dies, it gets automatically recreated. This ensures your application stays resilient and highly available. 2. Load Balancing A single Pod can get overloaded if too much traffic flows into it. Kubernet…  ( 7 min )

Article also available over here as well. For the longest time I've used iTerm2 as a replacement for Terminal. It's fast, it's native, it's not yet another lipstick-on-an-Electron-wrapper type of thing. Only Ghostty comes close to it, and even though it's faster and resizes better, it misses some of the features I've grown to depend on. One of those is the new AI Chat feature. From the documentation: The assistant can interact with the terminal, subject to your permission. It can also explain command output, adding annotations right in the terminal. Sounds cool, right? In case you're wondering why anyone would even want such a thing, I want you to imagine a world in which you don't need to remember, memorize, google, etc any ffmpeg command ever again. That's the world I live in and it's gl…  ( 8 min )

If you've architected a modern application in the last five years, you've likely hit this wall: your elegantly designed REST API starts creaking under the weight of real-world requirements. The mobile team needs lighter payloads. The web team wants richer data in fewer round-trips. The new dashboard demands information on six services. Suddenly, your clean REST architecture, which used to be the de facto standard in the development of web API, turns into a Jenga game where every new requirement is going to bring the entire structure down.   This isn't a failure of REST-it's an evolution of requirements that REST wasn't designed to handle. At the time Roy Fielding proposed REST in 2000, our applications were less complicated, our clients were web browsers, and our biggest worry was the ab…  ( 13 min )

How I built a comprehensive Gmail command-line interface with security-first design, Docker containerization, and CI/CD automation. As developers, we live in our terminals. We manage code, deploy applications, and debug issues all from the command line. But when it comes to email management, we're forced to switch to web browsers or desktop applications, breaking our workflow. What if we could manage Gmail directly from the terminal? What if we could read emails, send messages, manage drafts, and configure settings without leaving our development environment? I built Gmail CLI - a comprehensive command-line interface for Gmail that brings the full power of Gmail's API to your terminal. It's not just another email client; it's a developer-focused tool designed to integrate seamlessly into y…  ( 10 min )

Is Your Brain the Next Password? Diving into the World of Brain-Computer Interfaces Ever forget your password? Annoying, right? Imagine never needing one again. That's the potential promise – and potential pitfalls – of Brain-Computer Interfaces (BCIs), a rapidly developing technology that sounds straight out of a sci-fi movie, but is quickly becoming a reality. For years, we've interacted with computers using our fingers, voices, and faces. But what if we could bypass all that and control technology with just our thoughts? That's the essence of a BCI. Instead of typing, you'd think "open email," and poof, it's open. Sounds crazy, right? Let's break it down. Is a Brain-Computer Interface? Simply put, a BCI is a system that allows communication between the human brain and an external de…  ( 8 min )

How a simple library can revolutionize your error monitoring and debugging workflow Picture this: You're debugging a production issue where users are reporting "User not found" errors. You check your error tracking dashboard and see hundreds of similar errors, but they all have different IDs: Error ID: a1b2c3d4 - "User 123 not found" Error ID: e5f6g7h8 - "User 456 not found" Error ID: i9j0k1l2 - "User 789 not found" Even though these are essentially the same error (a user lookup failure), your monitoring system treats them as completely different issues. This makes it nearly impossible to: Group related errors for effective analysis Track error frequency accurately Identify patterns in your application failures Prioritize fixes based on real impact StableError is a TypeScript library that…  ( 9 min )

Performance isn’t just about load times, it’s about how fast your site feels to users. In this post, I’ll share practical strategies for improving perceived performance in Next.js projects with Tailwind CSS. From critical content rendering to smooth transitions, learn how to create faster, more engaging user experiences. Imagine you visit a website that loads its HTML, CSS, and JavaScript lightning fast according to Lighthouse reports, but the page remains blank or shows a spinner for several seconds. Despite the impressive metrics, the experience feels slow and frustrating. On the other hand, a site that quickly displays meaningful content, even if it takes slightly longer to fully load everything feels fast and responsive. This is the core of perceived performance: users judge a site by …  ( 8 min )

Hi to all, honorable people. This is just the first post to test. Have a nice day :-D  ( 5 min )

Event sourcing has gained significant traction in recent years, promising complete audit trails, temporal queries, and robust system architecture. However, pure event sourcing often introduces complexity that can overwhelm development teams. Today, I want to introduce a hybrid event sourcing approach I've integrated into my framework that captures the benefits of event sourcing while maintaining operational simplicity. The framework is designed to be compatible with the Event Modeling methodology, strictly following the command/event/read model pattern with clear boundaries between these building blocks. However, it's not limited to Event Modeling - we use a similar approach in my current company, and it works very well in practice. Based on my experience trying to implement various event-…  ( 12 min )

When it comes to infrastructure, there’s no room for guesswork. For the United States Department of Transportation (USDOT), accurate as-built documentation is more than just paperwork — it's a cornerstone of safety, compliance, and future-proof engineering. In this article, we’ll break down what as-built documentation is, why it matters, and how it directly impacts the quality and success of USDOT-funded projects. As-built documentation refers to the final set of drawings and data that represent the actual construction of a project — not what was planned, but what was actually built. These documents include: Updated site layouts Structural modifications Utility placements Changes from original designs Verified dimensions and locations Think of it as a real-world blueprint of what now exis…  ( 7 min )

Hi! I'm new to dev.to, hope this is the right procedure: We have a web application running in WebLogic 10.3.5.0 (JDK 1.6.0) for many years now. Two years ago and again this week an intermittent NoSuchMethodError exception happens on a certain code path (reproducibly, by triggering it thru the web GUI ). The error message with class names changed is: java.lang.NoSuchMethodError: org/example/foo/bar/ApplicatonClass1.setSomeField(Ljava/lang/Long;)V] That class is part of our app, and had that method for more than ten years. The issue happens only on one node of the cluster. After restarting that node, the error disappears and everything works fine. In the case two years ago another method of another class was affected. It seems pretty "random" and bizarre. What could cause this? A redeployment gone wrong? Where to look?  ( 6 min )

Introduction Why ExpressRoute Matters in Modern Enterprises Security Concerns: Data traversing public networks is vulnerable to interception Unpredictable Performance: Internet congestion leads to variable latency and throughput Limited Reliability: Typical SLAs of 99.9% may not meet enterprise requirements Bandwidth Constraints: Shared internet connections can't guarantee consistent performance The ExpressRoute Solution Private Connectivity: Dedicated circuit between your network and Azure Enhanced Security: Data never touches the public internet Predictable Performance: Consistent latency and throughput guarantees Higher Availability: 99.95% SLA for dedicated connections Global Reach: Connect across regions with ExpressRoute Global Reach Lab Environment Setup Prerequisites Before we begi…  ( 9 min )

TL;DR Andrew Huang’s latest video dives into the hottest MIDI innovations of 2025—covering everything from sleek commercial hardware and wild hardware prototypes to cutting-edge software experiments, the promise of MIDI 2.0, and some jaw-dropping audio-visual art installations. Chapters at a glance: 0:51 Commercial hardware 4:22 Hardware prototypes 10:42 Software prototypes 13:21 MIDI 2.0 updates 14:27 Artistic/visual installations Watch on YouTube  ( 6 min )

Thee Marloes crash KEXP’s studio Indie-rock outfit from Indonesia deliver a fiery live take on “Mungkin Saja,” recorded August 1, 2025. Natassya Sianturi’s vocals and keys lead the charge, with Sinatrya Dharaka on guitar, Rhesa Filbert on bass, Tommy Satrio on drums and Sandy Kusuma on percussion—plus a healthy dose of backing vocals. Behind the scenes Hosted by Larry Mizell, Jr., mixed live by Kevin Suggs and mastered by Matt Ogaz. Five camera ops (Jim, Carlos, Scott, Jonathan & Luke) captured every angle, and Luke Knecht stitched it together. Want more? Hit up their Bandcamp or tune into KEXP. Watch on YouTube  ( 6 min )

Thee Marloes – “Over” (Live on KEXP) Thee Marloes stormed the KEXP studio on August 1, 2025, delivering a punchy live take on their song “Over.” Frontwoman Natassya Sianturi leads the charge on vocals and keys, backed by Sinatrya Dharaka on guitar, Tommy Satrio on drums, Rhesa Filbert on bass, and Sandy Kusuma adding extra percussion and harmonies. Hosted by Larry Mizell, Jr., the session was captured by audio engineer Kevin Suggs and polished by mastering guru Matt Ogaz. A five-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) was expertly edited by Luke Knecht. Dive deeper at theemarloes.bandcamp.com or kexp.org—and don’t forget to join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Thee Marloes storm KEXP’s studio with a fiery live take on “I’d Be Lost,” recorded August 1, 2025. Frontwoman Natassya Sianturi commands the stage with her vocals and keys, backed by Sinatrya Dharaka’s guitars, Tommy Satrio’s drums, Rhesa Filbert’s bass and Sandy Kusuma’s percussion. Larry Mizell Jr. steers the session, while Kevin Suggs (audio) and Matt Ogaz (mastering) make it shine. Five cameras—helmed by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht—capture every moment, with Knecht also handling the edit. Catch more tunes at theemarloes.bandcamp.com or swing by kexp.org. Watch on YouTube  ( 6 min )

Thee Marloes took over KEXP’s studio on August 1, 2025, delivering a tight five-song set—Logika, Over, Not Today, Mungkin Saja, and I’d Be Lost—hosted by Larry Mizell Jr. The Indonesian indie outfit features Natassya Sianturi on vocals/keys, Sinatrya Dharaka on guitar, Tommy Satrio behind the drums, Rhesa Filbert on bass, and Sandy Kusuma on percussion. Behind the scenes, Kevin Suggs handled the audio engineering, Matt Ogaz polished the final mix, and a crack camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson, and Luke Knecht) captured every moment, with Luke Knecht in charge of editing. For more tunes, hit up theemarloes.bandcamp.com or swing by kexp.org. Watch on YouTube  ( 6 min )

Jon Millman turned a pandemic hobby—crafting custom golf ball markers—into a must-have accessory on Tour. His markers even helped Rory McIlroy clinch the 2025 Masters and complete his career grand slam. Now, under the Golf Life Metals banner, Millman’s creations are the official custom ball markers for both Team Europe and Team USA at the 2025 Ryder Cup on Bethpage Black. Watch on YouTube  ( 6 min )

TL;DR In their latest video “Can We Beat the US Junior Champion?”, the Bryan Brothers share the excitement of playing a round against the US Junior Champion and celebrate the fun moments on the course. Along the way they plug their newsletter, Discord server, Twitch channel and social media, and shout out a bunch of gear sponsors—Rhoback apparel, Foresight launch monitors, Bushnell laser rangefinders, LAB Putters, Takomo clubs and Bruce Bolt gloves—complete with discount codes. Watch on YouTube  ( 6 min )

Hyrule Warriors: Age of Imprisonment is the newest Zelda Musou spin-off, and for the first time the series is getting official canon status. In our hands-on preview, that lore upgrade gives every smash-and-bash moment extra narrative punch and we’re finally seeing meaningful story ties to classic Zelda moments. That canon boost also unlocks cool new gameplay twists—think fresh character combos, story-driven objectives and strategic tweaks that’ll keep both Musou veterans and Zelda fans glued to the screen. Watch on YouTube  ( 6 min )

Ananta’s new 10-minute gameplay trailer drops you straight into the chaos as a freshly recruited captain whose unit goes belly-up the moment they clock in. You’ve already gone viral thanks to a Maniac Chaos–induced traffic nightmare, and now you’re stuck picking up the pieces. Stranded in the neon grid of Nova City with zero local know-how, you’ll have to navigate crooked alleys, unpredictable brawls and your own rookie mistakes. Suffice to say, things are about to get interesting—and a lot tougher. Watch on YouTube  ( 6 min )

Gungrave GORE Blood Heat – TGS 2025 Trailer TL;DR Gungrave GORE Blood Heat is a complete rebuild of the original title, boasting a brand-new engine, upgraded visuals, and overhauled gameplay systems to deliver a more polished, modern gunslinger experience. Expect sharper character models, richer backgrounds, the return of fan-favorite elements, and all-new exclusive characters—this is GUNGRAVE GORE like you’ve never seen it before! Watch on YouTube  ( 6 min )

NINJA GAIDEN 4’s TGS teaser shows Team NINJA and PlatinumGames dialing the challenge way up with dynamic enemy placement and aggressive AI that scales across difficulty levels—so longtime fans can expect that signature, punishing combat. But don’t sweat it if you’re new to the series: a Hero Mode and adjustable assists smooth the learning curve, and for the first time there’s a stand-alone training mode to let you finesse your combos. The trailer even timestamps the highlights (Intro at 0:00, Hero Mode at 1:01, Master Ninja at 2:44) so you can jump straight to the action. Watch on YouTube  ( 6 min )

Every business need for a reliable and scalable cloud infrastructure, this is precisely where Azure steps in, offering a powerful and flexible solution for hosting your applications. Imagine your Angular application, currently confined to your development environment, becoming instantly accessible to users across the globe with Azure. Azure empowers your Angular application to scale effortlessly, allowing it to handle growing user traffic without a hitch. This enhanced performance directly contributes to an improved customer experience and, consequently, better customer retention. Beyond just reliability, Azure bolsters your business with robust security measures, safeguarding both your critical business data and sensitive customer information. To fully appreciate the deployment process, …  ( 9 min )

If you work with Git regularly, you’ve likely created and switched between dozens of branches while developing new features or fixing bugs. Over time, these branches can pile up — both locally and on the remote repository — making your workspace cluttered. Knowing how to delete local branch Git is an essential part of keeping your repository clean and organized. In this article, we’ll walk you through how to remove branches both locally and remotely in Git, along with some useful tips. Branches in Git let you work on multiple versions of your project simultaneously.\ A main branch for production code A develop branch for integration Several feature or bugfix branches for specific tasks Once a branch’s purpose is complete (like merging a feature into main), it’s a good practice to de…  ( 8 min )

Data is the fuel of every modern business. Without structured access to accurate information, teams rely on outdated reports, manual processes, or fragmented exports. As companies grow, this problem only multiplies: more sources, more systems, more friction. The combination of Bright Data, n8n, and Airtable solves this problem by building a pipeline where data flows continuously and automatically. Bright Data provides the raw extraction power, n8n adds workflow logic and control, and Airtable becomes the collaboration hub where business users access insights without engineering bottlenecks. This article explores the full technical and strategic potential of this stack. We’ll cover what each component does, how they integrate, industry-specific use cases, and the long-term advantages of…  ( 16 min )

JavaScript has always been the beating heart of the web. From powering interactive UI components to running full-scale enterprise applications, JavaScript has evolved into one of the most important technologies in software development. With 2026 just around the corner, the JavaScript ecosystem is getting bigger, faster, and smarter than ever before. But the real question is: which frameworks will dominate the future of development in 2026? In this guide, I’ll break down the Top 10 JavaScript frameworks, libraries, and meta-frameworks that are shaping the way developers build software today and will continue to thrive in 2026. For each, I’ll include: 📌 Core features and strengths 📌 Use cases in modern projects 📌 Why it matters in 2026 📌 Official docs and resources 📌 Learning paths …  ( 10 min )

Cryptocurrency is no longer just about speculation - it has become a cultural and economic force shaping industries, communities, and even governments. What started as an experiment with Bitcoin is now driving new business models, investment strategies, and lifestyle trends across the globe. Crypto has grown beyond finance. From NFT art sales that turned unknown digital artists into global sensations, to play-to-earn games that gave people in developing countries a new income stream - crypto constantly sparks new movements. For example, in 2021, Axie Infinity turned the Philippines into a hotspot for gaming-based earnings. Players weren’t just “gamers” - they became micro-entrepreneurs, trading tokens, breeding digital pets, and cashing out profits. That created a trend in digital labor ma…  ( 7 min )

Titre: Découverte approfondie de l'outil Wireshark en cybersécurité Introduction: Présentation de Wireshark: Fonctionnalités principales de Wireshark: Capture de paquets en direct: Wireshark permet aux utilisateurs de capturer et d'analyser le trafic réseau en temps réel pour détecter les activités suspectes. Décodage des protocoles: Wireshark supporte des centaines de protocoles réseau, ce qui permet aux analystes de comprendre en détail les échanges de données entre les appareils. Analyse approfondie: Wireshark offre des filtres puissants pour cibler spécifiquement le trafic recherché, facilitant ainsi l'analyse des données et la détection d'anomalies. Exportation de données: Les résultats de l'analyse peuvent être exportés dans différents formats pour une utilisation ultérieure ou pour la génération de rapports. Comment utiliser Wireshark: Avantages et inconvénients de Wireshark: Avantages: Puissant outil d'analyse de paquets réseau. Interface intuitive et conviviale. Compatibilité avec de nombreux systèmes d'exploitation. Communauté active de développeurs et d'utilisateurs. Inconvénients: Besoin de compétences techniques pour une utilisation avancée. Gestion de grands volumes de données peut être complexe. Risque potentiel de surcharge du réseau lors de la capture intensive de trafic. Conclusion: Recommandation: manuelscyberpro.webnode.fr ! Maîtrisez des outils comme Wireshark, Metasploit et Burp Suite avec des guides pratiques et tutoriels détaillés pour tous niveaux. Profitez de ressources de qualité pour développer vos compétences en cybersécurité. Avec des outils tels que Wireshark à votre disposition, vous serez mieux armé pour faire face aux défis croissants de la cybersécurité dans un environnement numérique en constante évolution.  ( 7 min )

Final final is a keyword that can be used with classes, methods, and variables. To declare a constant variable, use the final keyword. The value of a final variable cannot be changed once assigned. If a class is marked as final, it cannot be inherited by any other class. If a method is declared as final, it cannot be overridden in any subclass. Global final **_variables are initialized at the time of declaration, while **local _final variables can be declared first and initialized later, but only once. Syntax final DataType variableName = value; final ReturnType methodName(Parameters) { // method body } final class ClassName { // class body } Use our Online Code Editor final class FinalClass { final int finalVariable = 1…  ( 14 min )

Welcome back to Minesweeper Part 3. Last time you built the display: terminal UI, game loop, command parsing and validation, win/lose checks. In this final part, you’ll ask the player for their username, keep track of their score, and display the list of high score at the end of each game. Let’s build! First, let’s slightly modify the printWelcome() function so that instead of outputting a message with the game commands, it asks for the player’s username. function printWelcome() { process.stdout.write('Welcome to MinesweeperJS!\n\n'); process.stdout.write('> Enter your username: '); } And let’s create a new function named printCommands() that outputs the game commands. function printCommands() { process.stdout.write('\nHow to play:\n\n'); process.stdout.write('> Type "rROW,COL" to…  ( 14 min )

Building a Comprehensive Reddit CLI Tool: From Basic Posting to Full Reddit Management 🚀 A complete journey from a simple Reddit posting tool to a professional-grade CLI with 33+ commands, Docker support, and comprehensive Reddit API integration. As a developer and Reddit enthusiast, I found myself needing to: Post content across multiple subreddits efficiently Monitor discussions and engage with communities Research topics and find relevant subreddits Manage my Reddit presence programmatically Existing tools were either too complex, limited in functionality, or required extensive setup. I needed something that was both powerful and easy to use. I built a comprehensive command-line interface that provides 33+ commands covering every aspect of Reddit interaction. Here's what makes it sp…  ( 9 min )

ZoomEye Search Description Feature On ZoomEye's search page, the Search Description window provides users with a quick reference to search syntax and logic. This feature serves as a practical guide for both beginners and advanced users, helping them perform queries more efficiently. Supports searching for IPv4, IPv6 devices, and websites (domain names). Keywords are matched in "global mode," covering multiple protocols such as HTTP/HTTPS, SSH, FTP, as well as titles, SSL, and protocol headers. Searches are case-insensitive and matched after segmentation. Use == for strict and precise matching. Quotation marks are recommended for search strings (e.g., "Cisco System"). Escape characters are supported: \ can be used to escape quotes, brackets, and other symbols. Lists common logical …  ( 7 min )

I've been building, deploying, and maintaining Node.js applications for years now, and my ODM of choice, like for most others, when using MongoDB, the most popular non-relational database in the Node ecosystem, is Mongoose. I'm pretty sure you know what Mongoose is if you're reading this. Still, in case you don't, it is an object data modelling tool that provides a straightforward, schema-based approach to model application data with validation, query building, and more out of the box. All of this is useful because it can be a hassle to deal with MongoDB's native Node.js drivers, query language, and schema-less structure, which makes data consistency a nightmare. In the words of Mongoose's creators: Let's face it, writing MongoDB validation, casting and business logic boilerplate is a drag…  ( 9 min )

Over the last few years, artificial intelligence has shifted from experimental to indispensable. What once ran in massive cloud data centers is now moving closer to the devices we hold, wear, and deploy in the field. The next decade of AI will be defined not only by smarter algorithms, but by where and how those algorithms run. Hardware AI and embedded, on-device intelligence are set to become the decisive frontier. Cloud-based AI fueled most of the breakthroughs of the 2010s and early 2020s. But as models scale, their cost, latency, and environmental footprint can become unsustainable. Analysts have projected that AI data centers could consume on the order of ~1 trillion liters of water annually by 2028, a step-change from today. Global demand for GPUs and accelerators has driven energy a…  ( 8 min )

Building a Solid Understanding of Containers, Images, and the Docker Ecosystem Objective The detailed procedure involves outlining each step systematically to ensure clarity and precision. Outcomes are the measurable results or conclusions derived from following the procedure. Preparing the Lab Environment: VMware Workstation was used to provision a fresh Ubuntu Server 22.04 LTS virtual machine. Through Netplan settings, a static IP address (192.168.92.134) was allocated to the virtual machine in order to ensure dependable network accessibility for services. System Preparation and Docker Installation: sudo apt update && sudo apt upgrade -y was used to update the system packages first. For a more efficient setup, the convenience script was used to install the Docker Engine in accordance with the official Docker documentation. To finish the installation, the instructions are sudo sh get-docker.sh, -o get-docker.sh, and curl -fsSL https://get.docker.com were executed. Installation Verification: By checking the Docker version, the installation's success was verified. Next, sudo docker run hello-world was used to launch the basic hello-world container. In order to verify that the Docker daemon was functioning properly, this test successfully retrieved the image and launched a container that printed a confirmation message. Conclusion & Success Goal Achieved This attests to the Docker Engine's proper operation and ability to containerize apps in a reproducible, isolated way. A strong foundation has been established, providing a trustworthy starting point for upcoming containerization projects. Success Goal Achieved: The main objective of containerizing a test application and setting up the lab environment was accomplished. Now that Docker is up and running, the foundation is prepared for later stages of containerizing the main monitoring application.  ( 7 min )

https://github.com/martinstark/nvoc/ I got tired of having to create multi-line scripts for applying a semblance of overclocking/undervolting on Linux, so I wrote a cli app that does it in a single line, example for 5090: sudo nvoc -c 200,2820 -o 900 -m 3000 -p 105 -c = min,max core clocks Since it's only possible to set a full curve offset on Linux (there is no per-voltage offset like in MSI Afterburner), and I don't want my idle clocks to be ~1100mhz, I wanted a utility to quickly apply and reset the OC when I need it. Since NVIDIA kindly removed the ability to query GPU voltage from their Linux APIs I think the only way to simulate MSI Afterburner-like behaviour, where you can have default idle clocks (200mhz) and have an offset for higher load scenarios, would be to set up an elevated service that applies the OC as soon as the GPU goes above ~2000mhz, and resets the OC if the clocks drop down below 2000mhz for a number of seconds. Functionality # Show GPU information nvoc info # OC sudo nvoc -c MIN,MAX -o OFFSET -m MEM_OFFSET -p POWER_LIMIT # Reset sudo nvoc reset # Dry Run nvoc -c 200,2800 --dry-run info output: $ nvoc info Driver 580.82.09 0: NVIDIA GeForce RTX 5090 Blackwell v16777240 GPU: 1177MHz GPU Offset: 960MHz Mem: 15501MHz Temp: 56°C Power: 45W Power Limit: 600W (104% of default) Power Range: 400W-575W (hard limit: 600W)  ( 6 min )

When you build workflows in n8n that use AI, you often need a smart way to store and retrieve information. Storing plain text in a database is not enough because AI models work best with embeddings, which are numerical vectors that capture the meaning of text. That is exactly what Pinecone DB is designed for. In this guide, you will learn what Pinecone is, why it is useful, how to generate an API key, and how to integrate it with your n8n workflows in a simple step-by-step manner. Pinecone is a managed vector database. Instead of working with words directly, it works with vectors, which are mathematical representations of data such as text, images, or documents. Unlike keyword search, Pinecone supports semantic search, meaning it can find information based on meaning, not just exact word m…  ( 8 min )

Whether you’re trying to create a product photo or a beautiful scene, you’ve probably noticed something: the image looks great on its own, but the elements don’t seem to blend together naturally. You might get a person standing in a weird pose, or an object floating awkwardly without a clear shadow. I know exactly what you mean because I’ve been there too. The difference between a realistic, natural image and one that looks like a collage often comes down to how you write your prompt. In this post, I’m going to share some tips for crafting AI prompts that make your images look more realistic and harmonious, so everything in the frame works together seamlessly. Let’s dive in! AI image generation is an incredible tool, but sometimes the outputs just don’t feel right. The key issue is fusion …  ( 8 min )

Sometimes projects don’t start with a grand vision. Sometimes they start because you’re reading a book at 11:47 PM and the narrator casually drops “at exactly 11:47…” and your brain goes: wait a second — that’s literally right now. That’s how Quock was born (short for Quote + Clock). App Store: https://apps.apple.com/app/id6751061327 This literally: https://www.authorclock.com/. It felt kind of magical when one lined up with the actual clock on my wall. So naturally I asked myself the only logical developer question: 👉 Can I appify this magic? I started scraping quotes with explicit time references. Then I chunked them into JSON files by 30-minute intervals. At runtime, the app checks the clock and pulls a quote that matches the moment. So if it’s 3:15 AM, instead of your usual blank lock screen you might see: “She was wide awake by 3:15 AM, listening to the rain hammer against the window.” It’s not just a time — it’s a story of the time. Design: Minimal, Kindle-esque, Times New Roman. Stack: Python scraper, JSON storage, SwiftUI widget. Files: all_quotes_YYYYMMDD_0030.json … all_quotes_YYYYMMDD_0000.json — 30-minute coverage across the whole day. Why bother? Because sometimes code doesn’t need to solve anything. Sometimes it can just make the ordinary (checking the time) feel a little more extraordinary. So that’s my little mashup of books, clocks, and code. Quock isn’t finished, but it’s already doing its job: reminding me that even the passing of time can carry a narrative. Would love to hear if anyone else has built projects that live somewhere between practical and poetic.  ( 6 min )

Imagine you just spent weeks building an awesome app, but users drop off right at the signup or login page. Ouch! That’s like setting up a fancy shop and locking the front door. Signup and login forms might seem simple, but they hold the power to make or break user trust and happiness. Fixing common UX slip-ups here can skyrocket your conversion rates and reduce headaches for your support team. Let’s walk through 15 practical, easy-to-apply fixes that will turn your clunky forms into smooth welcome mats for every user. No jargon, just real talk for frontend developers eager to make a difference. Here’s a truth: Users hate friction. Every confusing input or weird error is a little “door slam” that pushes them away. Great signup/login UX means: Users get in faster no wrestling with forms …  ( 8 min )

Watch on YouTube  ( 5 min )

Thee Marloes – “Mungkin Saja” Live on KEXP Jakarta’s indie pop crew Thee Marloes dropped into the KEXP studio on August 1, 2025, to serve up a breezy, bijou performance of their single “Mungkin Saja.” Fronted by Natassya Sianturi’s sweet vocals and keys, the band’s lineup—Sinatrya Dharaka on guitar, Rhesa Filbert on bass, Sandy Kusuma on percussion and backing vocals, and Tommy Satrio on drums—turns this track into an irresistible, feel-good jam. Behind the scenes, host Larry Mizell Jr. kept the vibes flowing while Kevin Suggs manned the audio desk and Matt Ogaz handled mastering. A five-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) captured every angle, and Luke Knecht polished it all in the edit suite. Dive deeper via their Bandcamp or swing by KEXP.org (or join the KEXP YouTube channel) for more live goodness. Watch on YouTube  ( 6 min )

Thee Marloes took over the KEXP studio on August 1, 2025, with a soulful live rendition of “Over.” Fronted by Natassya Sianturi (vocals/keys) and backed by Sinatrya Dharaka (guitar/vox), Rhesa Filbert (bass/vox), Tommy Satrio (drums) and Sandy Kusuma (percussion/vox), they delivered a tight, dynamic performance. Hosted by Larry Mizell, Jr., engineered by Kevin Suggs (mastered by Matt Ogaz) and filmed by a five-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht), the session is edited by Luke Knecht. Stream it on KEXP.org or grab the track on Bandcamp. Watch on YouTube  ( 6 min )

Thee Marloes Bring “I’d Be Lost” to Life on KEXP Catch Thee Marloes—fronted by Natassya Sianturi’s emotive vocals and keys—ripping through “I’d Be Lost” live in the KEXP studio on August 1, 2025. With Sinatrya Dharaka shredding on guitar, Tommy Satrio pounding the drums, Rhesa Filbert thumping bass, and Sandy Kusuma adding percussion flair (plus backing vocals galore!), this set is a full-band explosion. Hosted by Larry Mizell Jr. and engineered by Kevin Suggs (with mastering by Matt Ogaz), the session’s captured by a multi-camera crew and edited by Luke Knecht. Dive into the vibes at theemarloes.bandcamp.com or relive the magic at kexp.org. Watch on YouTube  ( 6 min )

Thee Marloes tore through a five-song live session at KEXP’s studio on August 1, 2025, serving up “Logika,” “Over,” “Not Today,” “Mungkin Saja” and “I’d Be Lost.” With Natassya Sianturi on vocals and keys, Sinatrya Dharaka on guitar, Tommy Satrio on drums, Rhesa Filbert on bass and Sandy Kusuma on percussion, the band delivers a tight, dynamic performance that perfectly captures their eclectic sound. Hosted by Larry Mizell Jr. and engineered by Kevin Suggs (mastered by Matt Ogaz), the whole thing was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht (who also edited). Curious? Check out more at theemarloes.bandcamp.com or swing by kexp.org. Watch on YouTube  ( 6 min )

So you’ve updated your iPhone to iOS 26 and now running your Flutter app on a real device feels… slow. Like, painfully slow. The build goes through, the app installs, but everything lags — hot reload, debugging, even log streaming. If this sounds familiar, don’t panic. The problem isn’t your code or Flutter itself. It’s how you’re connecting to your iPhone. 🐢 The Culprit: Wireless Debugging Apple made wireless debugging possible a while back, and it’s super handy. No cables, just Wi-Fi. But here’s the catch: Flutter builds are big. They’re moving compiled Dart code, assets, and symbols to your device every time you run. Over Wi-Fi, that transfer speed is much slower compared to USB. With iOS 26, it feels even worse — almost like every reload is dragging its feet. ⚡ The Fix: Use a Cable Steps: Connect your iPhone to your Mac with a proper cable (preferably the one it shipped with). On your phone, tap Trust This Computer if you haven’t already. Back in your terminal, confirm the device is now connected via USB: flutter devices You should see your iPhone listed without the little “wireless” tag. flutter run And boom 💥 — your builds and hot reloads should be much snappier. 🔍 Why This Works Wireless debugging is fine for small apps or log checks, but Flutter apps push a lot of data across the connection. Even a strong Wi-Fi setup can’t compete with the raw bandwidth of a direct USB-C cable. With wired debugging: Installs are faster Hot reload feels instant again Debug logs don’t lag behind 🧑‍💻 Pro Tips Profile mode for speed flutter run --profile Release and profile modes are way smoother than debug. ✅ Final Word If your Flutter app on iOS 26 feels sluggish on a physical device, don’t overthink it. Wireless debugging is the bottleneck. Just grab a cable, plug in, and you’ll notice the difference instantly. Sometimes the old-school way is still the fastest way. 🔌⚡  ( 7 min )

If you haven't read any of my previous blogs you may not know that, how to put this, I wasn't a fan of the new Power Automate UI. Let's Talk About The New Power Automate UI david wyatt ・ Jan 1 '24 #powerautomate #powerplatform #rpa #lowcode I would recommend reading it, as it gives some context to what was wrong and how far Power Automate has come. The TLDR was it was buggy, missing core features (like undo), and it increased screen distance between key actions, impacting productivity (well for me anyway). Since then the bugs have gone (well mostly, especially excluding Copilot), legacy bugs fixed like trying to add action at top of a container, missing features added, and new features like version control have been added. So much so that I switched to it fo…  ( 8 min )

Imagine your Angular application, but effortlessly usable by everyone. Sound too good to be true? Well, it’s not. In this tutorial, we’ll unlock a secret to building highly accessible components using a powerful Angular feature you might be overlooking: the ListKeyManager. Get ready to quickly enhance and create interfaces that truly serve all users. Here’s the app that we’ll be working on in this tutorial... it’s just a basic list of active users. When we tab into it, the first item gets focused, but when we try to arrow through the items using our keyboard, nothing happens. Clicking works fine, but this isn’t very accessible for users who rely on the keyboard. Let’s improve this. But, before we do, let’s explore the current logic to understand what we need to do. To start, let’s lo…  ( 12 min )

Introduction Python is a powerful and easy-to-learn programming language. When working with object-oriented programming (OOP) in Python, understanding Python access modifiers is essential. Access modifiers control the visibility of class attributes and methods, helping developers encapsulate data and protect it from unwanted access. In this blog, we’ll explore Python’s access modifiers, their types, and how to use them effectively. Access modifiers are keywords or conventions that define the scope of access for class members (attributes and methods). They determine whether a variable or method can be accessed: Within the same class By derived classes Outside the class Python supports three types of access modifiers: Public Protected Private Definition: Public members are accessible from an…  ( 7 min )

When we run Linux servers, security is always a big deal. Normal file permissions (read, write, execute) are useful, but not enough in today’s world where apps and services connect to each other in many ways. That’s where SELinux (Security-Enhanced Linux) comes in. SELinux is a tool built into the Linux kernel that controls what apps, users, and processes can do. It doesn’t just trust normal Linux permissions. Instead, it follows strict rules, called policies, that say exactly what’s allowed and what’s not. Think of it like a security guard. Even if you have the key to a room (Linux file permissions), the guard (SELinux) might stop you if the rules don’t allow you inside. Extra protection beyond normal file permissions. If an app gets hacked, SELinux can stop it from touching sensitive fil…  ( 8 min )

One way or another, vibe coding is becoming—and in some cases has already become—part of the software development process. The PVS-Studio team sees this as a new challenge for static code analyzers: finding errors in code caused by the use of AI assistants and similar tools. There are two schools of thought. The first one includes directors, HR, and "efficiency managers" who are already planning layoffs in the IT department. They genuinely believe that ChatGPT will soon write all code and developers will no longer be needed. At best, they'll keep a couple of "prompt engineers" and that's it. Why pay a developer when you can simply ask the AI to "make an online store"? The second school of thought is more difficult to comprehend, as senior developers are laughing so hard, they can't articu…  ( 10 min )

On August 5, the global authoritative AI engineering consortium MLCommons released the latest MLPerf® Storage v2.0 benchmark results. This evaluation attracted numerous vendors, including those from categories such as cloud, shared file, fabric-attached block, and direct-attached block storage. Due to differences in hardware configurations, node scales, and application scenarios among vendors, direct cross-vendor comparisons have limitations. Therefore, this article will focus on the shared file system category, analyzing their performance under the same testing standards. JuiceFS is a high-performance distributed file system supporting both cloud and on-premises deployments. Across multiple AI training workloads, JuiceFS achieved excellent results, particularly leading in bandwidth utiliz…  ( 13 min )

Your CI/CD pipeline is a masterpiece of automation. Code commits trigger builds, tests run in parallel, deployments roll out with zero downtime. You've solved the hard problem of shipping software reliably at scale. But your AI features are still deployed like it's 2005. You write a prompt, test it manually in a chat interface, copy-paste it into your codebase, and push to production hoping it works the same way. When it breaks—and it will break—you debug by staring at logs and tweaking words like you're casting spells. The same teams that would never deploy database schema changes without migration scripts are shipping AI features with no systematic testing, no performance baselines, and no rollback strategies. We've spent twenty years perfecting continuous integration for code. Now we ne…  ( 11 min )

1. Abstract In the process of using Jupyter Notebook and JupyterLab, some users lack security awareness and do not enable the authentication function, so that any user can directly access their own Jupyter server and view the code and documents on their server. We use the ZoomEye cyberspace search engine to find those Jupyter servers on the Internet that do not enable authentication through specific search keywords. The leaked code and documents on these servers, if exploited by criminals, may cause data leakage and asset loss. We recommend that all Jupyter users follow the official security recommendations when starting the Jupyter service, and set it to log in through token or password. ZoomEye [1] is a cyberspace search engine. Through the global deployment of detection nodes, it cond…  ( 10 min )

JavaScript isn’t just for adding interactivity to web pages — it’s also a powerful tool for building games. From simple browser-based games to more complex 2D or 3D experiences, JavaScript allows developers to bring their creative ideas to life. In this blog, we’ll guide you through the process of creating a basic game using JavaScript. Browser Compatibility: Runs directly in any modern web browser — no extra installation required. Easy to Learn: Beginner-friendly syntax, ideal for newcomers to programming. Rich Libraries and Frameworks: Tools like Phaser, Three.js, and Babylon.js make game development faster and more efficient. Cross-Platform: Games can run on desktop, mobile, or tablet without modification. Step 1: Plan Your Game Before coding, you should decide: Game Type: For beginners…  ( 8 min )

Hello everyone, welcome to Fang Junyu’s Tech Weekly. This is a brand new column that summarizes the tech news from the past week and selects the right stories for coverage. 1. Apple is considering building a pilot production line for a foldable iPhone in Taiwan, with plans to launch the new foldable iPhone in 2026. Currently, multiple sources have confirmed that Apple plans to release its first foldable iPhone in 2026 as part of the iPhone 18 lineup. For example, industry analyst Ming-Chi Kuo stated that Apple plans to release a foldable iPhone next year, followed by a foldable iPad in 2028. 2. iPhone 17 “Scratch Gate” Incident Bloomberg News visited Apple stores in Hong Kong, Shanghai, and London and found that the dark blue iPhone 17 Pro and Pro Max showed signs of scuffing after just …  ( 9 min )

Single AI agents are hitting their limits. You've probably experienced this yourself: asking ChatGPT to write code, analyze data, and format the output in one go, only to get a response that's competent at one task and mediocre at the others. Or watching Claude struggle when you need it to research a topic, synthesize findings, and create a presentation—three distinct cognitive tasks that require different approaches. The problem isn't the models. It's the architecture. We're trying to solve complex, multi-step problems with single-agent systems designed for simple, linear interactions. It's like asking a single microservice to handle authentication, data processing, UI rendering, and email notifications—technically possible, but architecturally wrong. The future belongs to multi-agent sys…  ( 11 min )

Building sophisticated conversational AI systems requires robust event management. Google's Agent Development Kit (ADK) provides powerful tools for managing conversation state, but mastering event injection and extraction patterns is crucial for creating production-ready applications. In this comprehensive guide, we'll explore real-world patterns from a production AI system, covering everything from basic event injection to advanced extraction techniques. Understanding ADK DatabaseSessionService Event Injection Patterns Event Extraction Patterns Real-World Implementation Examples Best Practices and Common Pitfalls Performance Considerations Conclusion Before going into injection and extraction patterns, it's crucial to understand what events are and how they relate to sessions in the Googl…  ( 39 min )

“Half the money I spend on advertising is wasted; the trouble is I don't know which half.” – John Wanamaker This timeless quote still rings true for marketers in today’s digital-first world. The challenge is not just about spending money on marketing, but about spending it wisely—reaching the right customers, at the right moment, with the right product, and through the right channel. For traditional brick-and-mortar retailers, this has always been a guessing game. For example, running a billboard ad or a TV commercial might create awareness, but it casts too wide a net. Imagine marketing diapers to teenagers or luxury handbags to schoolchildren. Clearly, a huge portion of such advertising dollars is wasted. In contrast, e-commerce businesses hold a massive advantage. With access to digital…  ( 9 min )

Here is the employee information table for a certain company called Employees: The date and target location of each transfer are recorded in it. Now please identify employees who have accumulated more than 5 years of work experience in New York. The key to this problem is to transform the structure of the table recorded by transfer events to a table recorded by work time periods, so that the work time of each stage can be easily calculated and filtered. Try.DEMO A3 uses the switch function to replace all employee fields in the transfer table with the corresponding records in the employee table. This kind of processing in SPL often brings us great convenience in solving problems. A4 groups employee transfer records by employee and calculates the total number of days the employee worked in New York, AccWorkDays_NYC, in a loop within each group. To do this, sum up all of the employee's transfer records and accumulate their work time transferred to New York. The start time of each transfer is the corresponding Date, and the end time is the Date of the next transfer record. If there is no next record, use now to obtain the current time as the end time. The result of A4 is as follows: A5 selects employees who have worked in AccWorkDays_NYC for over 5 years and compiles a result table. Retrieve the employee's name from the Employee field and calculate their total years of service in New York: SPL is open-source. You can obtain the source code from GitHub . Try it free~~  ( 7 min )

For dedicated anime fans, finding a reliable streaming destination is a top priority. The ideal site combines a vast library, high-quality video, and a simple, distraction-free interface. The platform known as www anix net has emerged as a popular choice that checks these essential boxes, offering a focused experience for viewers. A User-Centric Design The first thing you notice about www anix net is its clean and organized layout. The design prioritizes functionality, making it easy for new and returning visitors to navigate. Users can quickly browse a wide array of titles, filter by genre, or use the search function to find specific series without unnecessary clutter. This thoughtful presentation sets it apart from more chaotic, ad-heavy alternatives. An …  ( 6 min )

Introduction Capturing and retaining customer attention has become one of the toughest hurdles for businesses offering digital products. Static and lifeless interfaces often leave users disengaged, reducing both interaction and brand recall. This gap makes it difficult for companies to differentiate themselves in crowded markets where visual appeal and smooth user journeys matter most. Vue Animation addresses these challenges by introducing seamless movements, interactive flows, and a sense of liveliness that enhances digital experiences. Read on the blog to know more about how Vue Animation can strengthen your business presence. Key Roles of Vue Animation in Shaping Digital Experiences Today, interactive and engaging online experiences are the key to retaining users' interest in prod…  ( 10 min )

Design patterns solve recurring problems in object-oriented design. Factory Method pattern, written in Clprolf. Even if you don’t know Clprolf yet, don’t worry: the use case is classic, the solution is the same pattern you already know, and you’ll see how Clprolf makes both sides clearer. Sometimes you need to create objects, client code to depend on the concrete classes. Example: A drawing application that can create different shapes (Circle, Square), The main code should not be hardcoded with new Circle() or new Square(). The solution: define a Factory, a role dedicated to object creation. In Clprolf: The product role (Shape) is a version_inh abstraction. Specialized contracts (Circle, Square) extend the product role with nature Shape. Common implementation details go in a ShapeImpl base…  ( 8 min )

How California Attorney Scott R. Carpenter Abuses His State Bar License To Help Clients Commit Crimes Marcus ・ Sep 25 #fraud #legalcorruption #scottrcarpenter #talentcrowd  ( 6 min )

Audit teams often juggle spreadsheets, manual workflows, and delayed approvals. That ends with iTechGRC’s internal audit solution. Automate assignments, accelerate review cycles, and close audits efficiently—all in one platform. Request a free walkthrough and learn how your team can adopt automated auditing  ( 6 min )

The i18next ecosystem has been at the heart of web localization for over a decade. It was born in a world of jQuery and has evolved alongside the community through the rise of modern frameworks like React, Vue, and Svelte. As our applications have grown in complexity, so have the challenges of managing translations. For years, the community has relied on tools like i18next-parser for the critical task of extracting translation keys. These tools were pioneers and have served us well. But as codebases swelled into the hundreds of thousands of lines and modern JavaScript syntax became the norm, we began to feel the friction. Slow extraction times, struggles with TypeScript and JSX, and the need for a patchwork of different tools to create a complete workflow became common pain points. It was …  ( 9 min )

The most innovative music tools of 2025! Andrew Huang dives into the latest and greatest in music tech, from slick commercial gear and wild hardware prototypes to next-gen software experiments, all crowned by the 2025 MIDI Innovation Awards. Along the way he teases MIDI 2.0 breakthroughs and even artsy installations that push the boundaries of sound and visuals. Whether you’re here for the hot new synths, mind-bending controllers, or futuristic plug-ins (plus a peek at what’s coming next), this video’s got you covered—complete with chapters for quick jumps and plenty of affiliate links if you feel like upgrading your studio. Watch on YouTube  ( 6 min )

Thee Marloes Live on KEXP On August 1, 2025, Jakarta’s genre-bending crew Thee Marloes stormed the KEXP studio with a vibrant live take on “Mungkin Saja.” Fronted by Natassya Sianturi’s soulful vocals and keys, Sinatrya Dharaka’s guitar riffs, Tommy Satrio’s driving drums, Rhesa Filbert’s bass grooves and backing vox, plus Sandy Kusuma’s percussion flair, the band delivered an infectious performance that blends indie rock, funk and world music flavors. Behind the Scenes Hosted by Larry Mizell, Jr., engineered by Kevin Suggs and mastered by Matt Ogaz, the session was captured by a five-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) and edited by Luke Knecht. Dive deeper at theemarloes.bandcamp.com or catch more live sessions at kexp.org. Watch on YouTube  ( 6 min )

Thee Marloes rocked the KEXP studio on August 1, 2025 with a live take of their song “Over.” Fronted by Natassya Sianturi (vocals/keys) alongside Sinatrya Dharaka (guitar), Tommy Satrio (drums), Rhesa Filbert (bass) and Sandy Kusuma (percussion), the session was steered by host Larry Mizell Jr., mixed by engineer Kevin Suggs and mastered by Matt Ogaz. A five-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) captured every moment, and Luke Knecht handled the edit. Dive into the performance on KEXP or stream more from the band on their Bandcamp—and join their YouTube channel for behind-the-scenes perks! Watch on YouTube  ( 6 min )

Thee Marloes – “I’d Be Lost” Live on KEXP Thee Marloes rocked KEXP’s studio on August 1, 2025, with a dreamy, high-energy take on “I’d Be Lost.” Led by Natassya Sianturi’s vocals and keys, Sinatrya Dharaka’s guitar riffs, Tommy Satrio’s drums, Rhesa Filbert’s bass grooves and Sandy Kusuma’s percussive flair, the band delivered a tight live set hosted by Larry Mizell Jr. Audio engineer Kevin Suggs and mastering whiz Matt Ogaz made sure every note popped, while five cameras—and editor Luke Knecht—captured the magic from every angle. Catch the full performance at KEXP.org or dive into more tunes on Thee Marloes’ Bandcamp: https://theemarloes.bandcamp.com. Watch on YouTube  ( 6 min )

Imagine waking up one day and discovering that browsers no longer exist. No Chrome, no Firefox, no Safari. Just silence where once we had tabs, bookmarks, and developer tools. Would the web collapse? Or would it evolve into something entirely new? Let’s explore this thought experiment together. Browsers weren’t just tools to access information—they shaped how we experience the internet. They: Turned HTML into interactive experiences. Made CSS-driven design possible. Empowered developers with JavaScript. Gave birth to ecosystems like Progressive Web Apps (PWAs). Without them, the foundation of web accessibility would look very different. For a refresher on how browsers interpret code, check out MDN’s guide on how the web works. Here are a few possibilities: Native Apps Everywhere Develope…  ( 7 min )

I was building a polished Bootstrap form including a phone number input, when Copilot suggested to use the popular intl-tel-input plugin: document.addEventListener("DOMContentLoaded", function () { const input = document.querySelector("#Form_Phone"); const iti = window.intlTelInput(input, { initialCountry: "pk", preferredCountries: ["pk", "sa", "tr", "ae", "bd"], separateDialCode: false, nationalMode: false, // forces international format autoHideDialCode: false, // keeps dial code visible utilsScript: "https://cdnjs.cloudflare.com/ajax/libs/intl-tel-input/17.0.8/js/utils.js" }); It looked nice initially but then I ran into a frustrating visual bug. The phone field looked misaligned despite using the same css for all other fields in …  ( 7 min )

Big Tech is giving students free AI tools today, but the real play is loyalty tomorrow—and the companies who act now will own the next decade. Students get powerful tools and fast credentials. Companies get early trust and a steady talent pipeline. If you sit this out, you recruit from the sidelines later. This is not just generosity. It is a proven go-to-market strategy for talent. Teach someone your product early and they keep using it. They bring it to internships and first jobs. Procurement follows usage. Brand share grows without ads. This works because early habits stick. I have seen this play before with cloud credits and dev kits. One public university gave 10,000 free AI seats to students. In 60 days, 72% were active, study time dropped 25%, and 320 earned certs. Four local employers hired 80 students who already knew the tools. Here is how to respond now ↓. ↳ Partner with two schools and offer real projects, not just trials. ↳ Train faculty champions and publish a simple starter path. ↳ Tie certifications to internships and fast interviews. ↳ Track adoption weekly and share wins with hiring managers. ⚡ Faster onboarding, cheaper hiring, stronger brand pull. Do this and you will lower hiring costs and raise ramp speed. Graduates will arrive fluent, confident, and loyal. Your brand becomes the default choice before the first job offer. Have you seen this playbook on your campus or in your hiring?  ( 6 min )

You have seen senior developers who somehow catch critical bugs that everyone else misses. They spot design flaws before they become architectural nightmares. The secret isn't superhuman coding skills. It's the 5-3-1 code review system. Most developers treat code reviews like a checkbox activity. Senior developers understand they are the last line of defense against production disasters. The 5-3-1 method transforms reviews from rushed formalities into systematic quality control. The 5-3-1 framework structures every code review into three focused passes: 5 minutes for high-level architecture and business logic review 3 minutes for implementation details and code quality assessment 1 minute for final security and edge case validation This isn't about rushing through reviews. It's about st…  ( 11 min )

Introduction When I first started writing code, I lived in the world of Java. It was a place where types were everywhere, like street signs you couldn’t ignore. If you tried to drive your program the wrong way, the compiler would pull you over before you even left the garage. It was safe, predictable, and sometimes a little suffocating. Then I met JavaScript. Suddenly, I was free. No one asked me to declare the type of a variable, no one complained if I changed my mind halfway through a function, and I could write something messy and watch it still run. It felt liberating until the first time I spent an hour debugging only to find that I had misspelled a property name. That’s when TypeScript walked in. It promised the best of both worlds: the freedom of JavaScript with just enough guardr…  ( 13 min )

Date & Time Functions Function Use Case NOW() Current date & time (timestamp). CURDATE() Current date only (YYYY-MM-DD). CURTIME() Current time only (HH:MM:SS). DATE(datetime) Extracts the date portion only. TIME(datetime) Extracts the time portion only. CAST(expr AS DATE) Converts datetime to date. YEAR(date) Extracts year (e.g., 2005). MONTH(date) Extracts month number (1–12). DAY(date) / DAYOFMONTH(date) Extracts day of the month. DAYNAME(date) Returns name of weekday (e.g., 'Monday'). HOUR(time) / MINUTE(time) / SECOND(time) Extracts parts of time. WEEK(date) Week number of the year. DAYOFWEEK(date) 1=Sunday, 7=Saturday. DAYOFYEAR(date) Day number in the year (1–366). QUARTER(date) Quarter of the year (1–4). LAST_DAY(date) Last day of the month.…  ( 7 min )

⚡ This blog post was created with AI assistance to help developers understand Uniface XML processing. The xmlsave statement in Uniface 10.4 is a powerful command that exports your component data into XML streams. Think of it as a data serializer - it takes your application data and converts it into a structured XML format that can be shared, stored, or transmitted. In other programming languages, this concept is similar to: C#: XmlSerializer.Serialize() 📊 Java: JAXB marshalling with @XmlRootElement ☕ Python: xml.etree.ElementTree or xmltodict 🐍 JavaScript: Converting objects to XML using libraries like xmlbuilder 🌐 The basic syntax looks like this: xmlsave XmlTarget, DTDname {, DTDmapping} Let's break down what each part means: XmlTarget: Where your XML data goes (like a vari…  ( 8 min )

Coding in Python can be surprisingly easy — and fun! One cool project is turning any image into ASCII art using just a few lines of code. TIKTOK This project is beginner-friendly and helps you practice: Working with images File I/O in Python String manipulation Here’s a quick demo 👇 from PIL import Image ASCII_CHARS = ["@", "#", "S", "%", "?", "*", "+", ";", ":", ",", "."] def resize_image(image, new_width=100): width, height = image.size ratio = height / width / 1.65 new_height = int(new_width * ratio) return image.resize((new_width, new_height)) def grayify(image): return image.convert("L") def pixels_to_ascii(image): pixels = image.getdata() characters = "".join([ASCII_CHARS[pixel // 25] for pixel in pixels]) return characters def main(image_path, new_width=100): try: image = Image.open(image_path) except: print(image_path, "is not a valid pathname to an image.") return image = resize_image(image) image = grayify(image) ascii_str = pixels_to_ascii(image) img_width = image.width ascii_str_len = len(ascii_str) ascii_img = "\n".join([ascii_str[index:(index+img_width)] for index in range(0, ascii_str_len, img_width)]) print(ascii_img) with open("ascii_image.txt", "w") as f: f.write(ascii_img) main("your_image.jpg") 👉 Replace "your_image.jpg" with the path to your image. #python #beginners #programming #tutorial #asciiart  ( 6 min )

Tired of boilerplate CRUD, auth, and admin dashboards? Meet NextMin — a developer toolkit that converts JSON schemas into production-ready REST APIs and React Admin Panels. Highlights: ⚡ Schema-driven API – auto CRUD, auth, validation, file storage 🛠️ React Admin – ready pages: auth, list, forms, profile, settings 🔌 Next.js Support – App Router works out of the box ☁️ File Storage – local/S3 with MongoDB index sync ♻️ Hot Reloading – update schemas, see instant changes Quickstart: npm i @airoom/nextmin-node npm i @airoom/nextmin-react Demo: 👉 Playground Call to Action: https://nextmin.gscodes.dev/ Tags: #NextJS #NodeJS #React #TypeScript #DevTools #OpenSource  ( 6 min )

This blog post was created with the assistance of AI to help explain complex Uniface concepts in a more accessible way. If you're working with Uniface web applications, specifically Dynamic Server Pages (DSPs), you've probably encountered the websetocc statement. Today, let's dive into what it does, when to use it, and how it differs from the regular setocc statement! 🚀 The websetocc statement is a specialized ProcScript command used in Dynamic Server Page components (DSPs). Its main purpose is to set the current entity and occurrence based on information received from the web client, rather than using position-based indexing. Entity: Think of an entity as a table structure in your application - it defines what data fields are available. Occurrence: An occurrence is like a specific row of…  ( 8 min )

🤖 This blog post was created with AI assistance to help developers understand Uniface's websave functionality. The websave statement in Uniface 10.4 is a powerful tool that converts data from a component into a JSON stream. Think of it as a data export function that takes all your component's information and packages it into JSON format for web applications. JSON (JavaScript Object Notation) is a lightweight data format that's easy for both humans and computers to read. It's commonly used for transferring data between web applications. websave{/mod | /one} The statement has two optional qualifiers (special options that modify behavior): /mod - Only includes data that has been changed 📝 /one - Only includes the current main record and its related data 📄 When you run websave, it crea…  ( 7 min )

TL;DR Andrew Huang dives into the 2025 MIDI Innovation Awards, spotlighting the freshest music-tech breakthroughs. He breaks it down into commercial hardware gems, wild hardware prototypes, slick software demos, the next-gen MIDI 2.0 rollout and even some art-meets-tech installations—all sponsored by The MIDI Association. Watch on YouTube  ( 5 min )

Thee Marloes bring their Indonesian indie-pop vibe to KEXP’s studio, rocking out a live rendition of Mungkin Saja. Fronted by the charismatic Natassya Sianturi on vocals and keys, the quintet—Sinatrya Dharaka (guitar), Rhesa Filbert (bass), Sandy Kusuma (percussion) and Tommy Satrio (drums)—delivers a tight, energetic set recorded August 1, 2025. Host Larry Mizell, Jr. steers the session while Kevin Suggs handles audio engineering and Matt Ogaz nails the mastering. Five camera operators capture every angle, with Luke Knecht editing the footage. Stream more tunes on their Bandcamp or catch the full video on KEXP, and don’t forget to join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Thee Marloes stormed KEXP’s studio on August 1, 2025, for a live take of their art-rock anthem “Over.” Frontwoman Natassya Sianturi (vocals/keys), guitarist Sinatrya Dharaka, drummer Tommy Satrio, bassist Rhesa Filbert and percussionist Sandy Kusuma bring hypnotic grooves and layered vocals that buzz with raw energy. Host Larry Mizell Jr. kept the vibe electric while Kevin Suggs (audio), Matt Ogaz (mastering) and a crew of camera ops (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) plus editor Luke Knecht captured every moment. Stream it on KEXP and explore more at theemarloes.bandcamp.com—plus join the channel for extra perks! Watch on YouTube  ( 6 min )

Thee Marloes hit the KEXP studio on August 1, 2025, laying down a fiery live rendition of “I’d Be Lost” under the guidance of host Larry Mizell Jr. The Jakarta-based quintet—Natassya Sianturi (vocals/keys), Sinatrya Dharaka (guitar/vox), Tommy Satrio (drums), Rhesa Filbert (bass/vox) and Sandy Kusuma (percussion/vox)—bring their unique fusion of indie, jazz and pop straight to your ears, captured by engineer Kevin Suggs and mastered by Matt Ogaz. This session was immortalized by a crack team of camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) and edited by Luke Knecht. Dive deeper at theemarloes.bandcamp.com or head to kexp.org—and don’t forget to join the YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Thee Marloes stormed KEXP’s studio on August 1, 2025, dropping five killer tracks—“Logika,” “Over,” “Not Today,” “Mungkin Saja,” and “I’d Be Lost.” Frontwoman Natassya Sianturi (vocals/keys) leads Sinatrya Dharaka, Tommy Satrio, Rhesa Filbert, and Sandy Kusuma through a punchy, dream-pop journey, all under the watchful eye of host Larry Mizell Jr. Captured by a dream team of cameras and mixed/mastered by Kevin Suggs and Matt Ogaz, this live gem is streaming now on KEXP. Dive into their vibe at https://theemarloes.bandcamp.com or join their YouTube channel for exclusive perks and more live action. Watch on YouTube  ( 6 min )

The Ryder Cup’s latest merch secret? It all started when Jon Millman turned to crafting custom ball markers during lockdown—and now he’s the guy behind the very token Rory McIlroy used to clinch his 2025 Masters win and career grand slam. Fast-forward to this fall at Bethpage Black: Golf Life Metals is supplying bespoke ball markers for both Team Europe and Team USA at the 2025 Ryder Cup, proving even the smallest piece of gear can carry big history. Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion? Bryan Bros had an epic day hitting the course with the US Junior Champion—lots of laughs, clutch shots, and friendly competition that had them pumped from tee to green. The video description is stacked with gear recommendations and sweet deals (Rhoback, Foresight launch monitors, Bushnell lasers, LAB putters, Takomo golf, Bruce Bolt gloves) plus invites to join their newsletter, Discord, Twitch streams, and all their social channels. Watch on YouTube  ( 6 min )

Hyrule Warriors: Age of Imprisonment Hands-On Preview Zelda’s latest Musou spin-off is being officially canonized, giving it a stronger place in the series’ lore. This new status paves the way for fresh gameplay opportunities, blending epic battles with deeper connections to the main Zelda timeline. Watch on YouTube  ( 5 min )

Ananta’s 10-Minute Gameplay Trailer Ananta’s new 10-minute trailer throws you straight into Nova City mayhem: the company tanks on day one after a Maniac Chaos–sparked traffic jam goes viral. Now our rookie captain lands in a city he barely knows, juggling exploding internet fame and endless headaches. Spoiler alert: things are about to get rough. Watch on YouTube  ( 5 min )

Gungrave GORE BLOOD HEAT is the ultimate glow-up of the original, rebuilt from the ground up with a slick new engine, modernized gameplay, and eye-popping visuals. Expect refined character designs, jaw-dropping backgrounds, the return of classic heritage elements, plus exclusive new gunslingers. This is the Gungrave reboot you didn’t know you needed! Watch on YouTube  ( 5 min )

A Vontade Herdada. No universo de One Piece, a "Vontade do D." é um mistério, um espírito de rebelião e sonho que passa por gerações, desafiando o controle do Governo Mundial. No nosso universo, existe uma força similar: a "Vontade do Dev". É a crença inabalável de que a informação quer ser livre, que o código deve ser aberto e que a colaboração supera a tirania corporativa. Essa vontade nos lançou na "Grande Era do Código", uma busca incessante pelo "One Piece" da tecnologia: um futuro onde a inovação é descentralizada, acessível e construída pela força das comunidades. A Grand Line do Código: Navegando no Desconhecido. O mundo do desenvolvimento de software é a nossa Grand Line. Um mar caótico e imprevisível, cheio de ilhas com ecossistemas próprios (stacks de tecnologia), monstros marin…  ( 7 min )

The United States government has confirmed new visa allocations for 2025, aimed at addressing labor shortages in specific industries. Thousands of temporary and seasonal work visas will be made available, particularly under the H-2B program. At the same time, policy adjustments in the H-1B program are expected to affect skilled workers with higher fees and stricter requirements. Which Visas Are Affected? Impact on Foreign Job Seekers Positive: Easier opportunities for temporary and seasonal employment in the U.S. Negative: Higher costs and tougher competition for skilled work visas, especially in the tech sector. Legal Risks: New policies may face legal challenges, so applicants should stay updated with official announcements. Quick Tips for Applicants Check official USCIS and State Department websites for updates. Consult with employers or legal advisors about how the new fees and rules may affect your case. Consider alternative destinations like Canada, Europe, or Australia if U.S. options become limited.  ( 6 min )

Introduction After diving into GitKraken's MCP implementation, I've discovered how this tool can help in transforming routine Git operations into intelligent, context-aware workflows. Whether you're using Claude, Cursor, VS Code with Copilot, or any other AI agent, GitKraken MCP opens up possibilities that go far beyond simple code completion. Traditional AI coding assistants are excellent at generating code but often lack context about your repository's history, branches, pull requests, and team dynamics. They can't tell you who worked on a specific piece of code, what branches are stale, or help you manage complex multi-repository workflows. GitKraken MCP solves this by providing AI agents with direct access to: Git repository operations (branches, commits, stashes, worktrees) Pull req…  ( 11 min )

1. A Tale of Two Pipes | JavaScript is full of quirks, but few quirks are as weird and interesting as humble vertical bar: |. In TypeScript, | is the union operator: type ID = string | number → “Either-or.” A value can be a string, or a number. In JavaScript’s bitwise world, | flips switches: 1 | 2 // 3 0001 | 0010 ← `|` tells you to look at each bit of both numbers and if either are present, mark it: 1, otherwise: 0 Let's put organize them vertically to make it easier to see. 0001 ← 1 0010 ← 2 ↓↓ 0011 ← 3 → “Both at once.” A new number with two switches turned on. Two worlds. Same symbol. Different vibes. TypeScript unions = a value can be validated by any of these types. Bitwise OR = turn on any combination of these flags. This has all of the markings of n…  ( 9 min )

As Kubernetes adoption continues to grow across industries and regions, optimizing workloads for cost efficiency and reliability has become a universal challenge. Over-provisioning pods wastes cloud budgets, while under-provisioning risks outages and poor customer experience. The Vertical Pod Autoscaler (VPA) was designed to simplify this process by automatically adjusting pod CPU and memory settings. While helpful, VPA has clear trade-offs—especially for teams running multi-region clusters, multi-cloud workloads, or latency-sensitive applications. In this article, we’ll explore how VPA works, its most significant limitations, and best practices for scaling Kubernetes workloads effectively while looking ahead at the next evolution of pod optimization. The VPA is a Kubernetes component that…  ( 8 min )

Holiday Product Bundles That Sell-Even When You’re Lean on Resources The holiday season is a crucial time for e-commerce businesses. It's when customers are actively seeking gifts and deals. However, managing holiday marketing can be overwhelming, especially for smaller teams with limited resources. Product bundling offers a great way to increase your average order value (AOV) and move inventory. But creating effective bundles and marketing them effectively can be a challenge, especially with limited time and manpower. What if you could leverage the power of AI to streamline your holiday bundling strategy? This is where SusTern noryX comes in, helping you create high-converting holiday product bundles, even when you're lean on resources. Let's explore how SusTern noryX can revolutionize yo…  ( 9 min )

Introduction libui is a GUI library that supports the three major operating systems: Windows, macOS, and Linux (currently, the successor project is libui-ng). Internally, it contains three different libraries that call native APIs, unified under a single ui.h header file to provide similar UI functionality across all operating systems. It can also be easily used from other languages through FFI (Foreign Function Interface). While development has slowed somewhat recently, there are few similar libraries available, and libui continues to maintain its unique value. I have been creating Ruby bindings and Crystal bindings for libui. Through this process, I have come to realize how difficult it is to combine libui with garbage collection. Creating Ruby or Crystal bindings for libui is not part…  ( 9 min )

The latest addition to the NVIDIA neural-rendering is NVIDIA DLSS 4. Its main feature, the Multi Frame Generator, is the attempt to generate multiple frames on top of a traditionally rendered frame, which is significantly higher in frame rates (up to a frightening 8x in extreme cases with GeForce RTX 50 Series hardware). Super Resolution, transformer-based models and new Blackwell hardware capabilities are also introduced with DLS 4 and help to accelerate neural rendering. DLSS (Deep Learning Super Sampling) was originally an AI upscaler (image reconstruction based on a low-res render). NVIDIA has over the generations of time added frame generation, improved temporal stability, and ray reconstruction. DLSS 4 combines those concepts into one suite and adds Multi Frame Generation as well as …  ( 9 min )

Part 1 of Knitli's 101 introductions to AI and the economics of AI Parts of Words Most people think AI, like ChatGPT, reads words. It doesn't. It reads tokens invisible chunks of text that power every interaction. When you type something like: Hello, world! The model doesn't see two words. It sees four tokens: Hello 1 token , 1 token world (note the space) 1 token ! 1 token That simple greeting is 4 tokens , not 2 words. Code fragments break into even more tokens because punctuation, brackets, and symbols all get split up. (What is and isn't a token and what becomes one actually depends on the model, so our example isn't exact.) When you send your tokens to get processed, each one must be run through billions of math operations on very expensive GPUs every single time. Thats where the cost comes from: Power-hungry hardware Data center space Cooling Staff to maintain and secure it More tokens more GPU time higher costs. Fewer tokens less GPU time lower costs. Right now, you probably don't see the meter running. You pay a flat subscription; someone else covers the token bill. Under the hood, tokens are the biggest driver of compute costs at every AI company. Context windows , or how much a model can see at one time, are measured in tokens. API pricing is per million tokens (API access is when companies or developers access an AI model to provide their own service, like a chatbot on a website, or just for internal use). Memory , efficiency, and much of prompt engineering are all about how tokens are used. If you want to understand AI, and how it really works, or why it sometimes costs so much. You have to start with tokens. Learn more about how Knitli is tackling the hidden economics of AI at the source, visit us at knitli.com and subscribe to our waitlist for updates!  ( 7 min )

Final Fantasy Tactics: The Ivalice Chronicles – 4K Showdown IGN serves up 22 minutes of epic strategy RPG action, pitting the new Enhanced Mode against the Classic Mode. Dive into boosted graphics, full voice acting and animated portraits in Enhanced, then switch gears at 15:21 for a pixel-perfect trip back to the 1997 original. Gameplay was captured on a PS5 Pro, so expect crisp visuals whether you’re reliving the nostalgia or experiencing Ivalice with a fresh coat of paint. Watch on YouTube  ( 6 min )

Greenland 2: Migration drops us back into the chaos left by a planet-shattering comet strike, as the Garrity family (Gerard Butler, Morena Baccarin and Roman Griffin Davis) emerges from their Greenland bunker to trek across a ruined Earth in search of a new sanctuary. Directed by Ric Roman Waugh and penned by Chris Sparling and Mitchell LaFortune, this action-packed sequel — also starring Amber Rose Revah, Sophie Thompson and more — hits theaters on January 9, 2026. Watch on YouTube  ( 6 min )

Mark your calendars: Star Wars: Visions Volume 3 premieres on Disney+ October 29, 2025, bringing nine fresh anime shorts to the saga. Studios from david production and Kamikaze Douga + ANIMA to TRIGGER and WIT Studio each put a unique cultural spin on the Star Wars universe. The award-winning anthology continues to celebrate a galaxy far, far away through boundary-pushing animation and diverse storytelling lenses. Watch on YouTube  ( 6 min )

Em um projeto de software é comum precisar testar uma funcionalidade que está sendo ou foi desenvolvida. Nos projetos em que o código roda em um servidor, isso pode envolver o deploy em algum ambiente específico, permitindo assim testar uma versão específica do código interagindo com as aplicações cliente ou demais serviços. Porém quando mais de uma funcionalidade é desenvolvida ao mesmo tempo em branches diferentes do git, muitas vezes por pessoas diferentes, testar duas ou mais funcionalidades ao mesmo tempo pode não ser trivial. Um fluxo bastante comum usado no git é criar uma branch para desenvolver uma funcionalidade. Quando essa funcionalidade estiver pronta, e preferencialmente testada, é feito o merge para a branch principal do projeto. Isso permite que diferentes funcionalidades s…  ( 10 min )

How California Attorney Scott R. Carpenter Abuses His State Bar License To Help Clients Commit Crimes Marcus ・ Sep 25 #fraud #legalcorruption #scottrcarpenter #talentcrowd  ( 6 min )

How Porter Consulting LLC Owner Tyler Davis Is Involved in Bankruptcy Proceedings Tied to Financial Crimes Marcus ・ Sep 24 #financialcrimes #bankruptcyfraud #corporatecorruption #whitecollarcrime  ( 5 min )

1. What Exactly Are eFuses / OTP Memory? One-Time-Programmable (OTP) memory is non-volatile storage that can be written exactly once (or in some variations: written in a monotonic direction, e.g., 0→1 only) after manufacture and then permanently locked. eFuse is a common implementation that uses intentionally weak metal or silicon traces permanently altered by a programming event (electromigration or thermal runaway), changing the electrical state for that bit. Other OTP technologies include antifuse (off→on when programmed) and floating-gate PROM variants. Important distinctions: eFuse (electronic fuse): typically stores a default logic value (often “1”) and the programming event blows/changes the trace to produce the opposite state. Programming is irreversible. Antifuse: default is…  ( 8 min )

If there’s one thing developers universally dislike, it’s boilerplate code. I used to spend hours on this. Now, I let AI handle 80% of it, so I can focus on logic and problem-solving. Here’s how you can too. 1️⃣ CRUD Operations Creating “Create, Read, Update, Delete” code is a time sink. 💡 Prompt Example: “Generate a CRUD API in Node.js with Express and MongoDB. Include routes, middleware, and error handling.” Why: You jump straight into building features instead of scaffolding. 2️⃣ Authentication & User Setup Setting up authentication flows (login, JWT, OAuth) is repetitive. 💡 Prompt Example: “Write code for JWT-based authentication in Django. Include user registration, login, and token validation.” Why: Secure workflows without the repetitive grunt work. 3️⃣ Config Files & Environment Setup Every project needs setup files — from webpack.config.js to docker-compose.yml. 💡 Prompt Example: “Generate a docker-compose.yml file for a Node.js app with MongoDB and Redis.” Why: Infrastructure gets bootstrapped in minutes. 4️⃣ API Boilerplate Integrating APIs often means repetitive request/response wrappers. 💡 Prompt Example: “Write a Python wrapper function to call the OpenAI API with error handling and retries.” Why: Reduces repetitive setup for every new integration. 5️⃣ Test Stubs Even before you write full tests, AI can create stubs with a structure ready to fill in. 💡 Prompt Example: “Generate Jest test stubs for this React component. Include structure for snapshot and event tests.” Why: Jumpstart testing without starting from zero. Final Thought Boilerplate code will always exist — but you don’t have to write it by hand anymore. 📌 Next Post: “How AI Helps Me Learn New Frameworks Faster” — a developer’s guide to cutting learning curves with AI.  ( 8 min )

Introduction Zero‑downtime deployments are a non‑negotiable expectation for modern services. As a DevOps lead, you’ve probably seen traffic spikes, user complaints, and frantic roll‑backs when a new release brings down the app. This checklist walks you through a practical, Docker‑centric workflow that pairs Nginx as a reverse‑proxy to achieve seamless updates without interrupting users. ✅ Step Why it matters 1 Version your Docker images Guarantees you can roll back instantly. 2 Use multi‑stage builds Keeps images small and fast to pull. 3 Run Nginx in front of the app containers Allows traffic routing without touching the app. 4 Implement a blue‑green deployment strategy Swaps traffic at the proxy level, not the containers. 5 Health‑check your services Prevents bad release…  ( 8 min )

Fala, pessoal! 👋 A ideia é mostrar como deixar sua aplicação mais rápida, resiliente e preparada para lidar com cenários de alta demanda. Bora lá? 😉 Antes de ir para o código, precisamos entender os conceitos. O que é Cache Multi-Nível? Cache multi-nível é uma arquitetura que combina diferentes tipos de cache para otimizar performance: L1 (Level 1): Cache em memória local - ultra-rápido (~0.1ms) L2 (Level 2): Cache distribuído (Redis/Valkey) - rápido e compartilhado (~1-5ms) Por exemplo, em APIs podemos usar cache L1 para dados acessados frequentemente e cache L2 para compartilhar dados entre múltiplas instâncias da aplicação. Por que FusionCache? O FusionCache é uma biblioteca .NET que oferece: ✅ Cache Multi-Nível (L1 + L2 automático) ✅ Backplane (sincronização entre instâncias) ✅ F…  ( 11 min )

This year’s Google Summer of Code (GSoC) saw some amazing projects aimed at advancing open-source security, education, and contributor engagement through innovative uses of AI, blockchain, and gamification within the OWASP Bug Logging Tool (BLT). Here’s a quick overview of the impactful contributions from the OWASP BLT 2025 cohort: Sahil Dhillon developed an AI-powered GitHub assistant designed to help maintainers efficiently review code, detect security vulnerabilities, and prioritize issues. Leveraging large language models (LLMs) combined with rule-based scanning, this smart system integrates seamlessly as a GitHub bot and a task management dashboard, boosting maintainers’ productivity and code quality. Explore Sahil’s GitHub PR Krrish Sehgal extended OWASP BLT by introducing a gamified…  ( 6 min )

React is a powerful and flexible library. But that flexibility also makes it easy to fall into anti-patterns—habits that seem fine at first but hurt readability, maintainability, and performance over time. In this post, we’ll walk through common pitfalls, show bad code examples, explain why they’re bad, and then demonstrate better approaches. useState and Scattering State Bad: multiple related states separated function ProfileForm() { const [firstName, setFirstName] = React.useState(''); const [lastName, setLastName] = React.useState(''); const [age, setAge] = React.useState(0); // and it keeps growing... return ( setFirstName(e.target.value)} /> setLastName(e.target.value)} /> …  ( 11 min )

When I moved to Germany, I quickly realized how easy it was to lose touch with people who mattered to me. Between new personal responsibilities, career demands, and adjusting to a new culture, staying connected fell by the wayside. Months would slip by without a real conversation. At best, I’d exchange a few short messages over social media — nothing like the deep talks we used to have. That's when I decided to bring a professional practice into my personal life: 1:1s. In a work environment, 1:1s are regular check-ins between a manager and a direct report, or between colleagues, to catch up. I adapted this idea into Friendship 1:1s. Intentional 30/60 minute catch-ups with friends or family, scheduled just like any important meeting. The impact has been incredible. Each month, I aim for at least three Friendship 1:1s. These conversations help me feel more grounded, closer to the people I care about, and better balanced in life. If you’ve been struggling to find time for meaningful connections, give this a try. A simple scheduled 1:1 could be the difference between not keeping deeper connection with people and staying close enought to have meaniful friendships. One thing that can drastically improve this is by opening some slots on your Calendar (free on Google calendar), and then send the link to the people you want to have 1:1 with. This helps keep track of when was the last time you spoke to someone and avoids events onverlaps. If you’ve been struggling to find time for meaningful connections, give this a try. A simple scheduled 1:1 could be exactly the thing you need to reignite the spark of friendship with the people you love and admire.  ( 6 min )

Greenland 2: Migration picks up right after a comet wipes out most of Earth, forcing the Garrity family (Gerard Butler, Morena Baccarin and Roman Griffin Davis) to abandon their cozy Greenland bunker and brave a broken world in search of a new home. With Ric Roman Waugh directing a script by Chris Sparling and Mitchell LaFortune, expect high-octane thrills, family drama and epic survival stakes. Coming your way from STX Entertainment, Thunder Road Pictures and Lionsgate, this action-packed sequel lands in theaters on January 9, 2026. Watch on YouTube  ( 6 min )

Comments  ( 18 min )

Comments  ( 11 min )

Comments  ( 8 min )

Comments  ( 14 min )

Comments  ( 12 min )

Comments  ( 37 min )

Comments  ( 11 min )

Comments

Comments  ( 2 min )

Comments  ( 12 min )

Comments  ( 14 min )

Comments  ( 1 min )

Comments  ( 2 min )

Comments  ( 14 min )

Comments  ( 51 min )

Comments  ( 37 min )

Comments  ( 7 min )

Comments  ( 4 min )

Comments  ( 31 min )

Comments  ( 16 min )

Comments  ( 59 min )

Comments  ( 5 min )

Comments  ( 9 min )

Comments  ( 13 min )

Comments  ( 2 min )

Comments  ( 8 min )

Comments  ( 17 min )

Comments  ( 11 min )

Comments  ( 6 min )

Comments  ( 736 min )

Comments  ( 6 min )

Comments

Comments  ( 8 min )

Comments  ( 15 min )

Comments  ( 13 min )

Comments  ( 9 min )

Comments  ( 10 min )

Comments  ( 4 min )

Comments  ( 13 min )

Comments

Comments  ( 57 min )

Comments  ( 2 min )

Comments  ( 7 min )

Comments

Comments  ( 4 min )

Comments  ( 15 min )

Comments  ( 11 min )

Comments

Comments  ( 15 min )

Comments  ( 2 min )

Comments  ( 134 min )

Comments  ( 17 min )

Comments  ( 9 min )

Comments  ( 7 min )

Comments  ( 55 min )

Comments  ( 3 min )

Comments  ( 13 min )

Comments  ( 7 min )

Comments

Comments  ( 63 min )

Comments  ( 19 min )

Comments  ( 30 min )

Comments

Comments

Comments  ( 6 min )

Comments  ( 3 min )

Comments  ( 35 min )

Comments  ( 9 min )

Comments  ( 13 min )

Comments  ( 1 min )

XRP consolidated near $2.75 with bearish pressure looming. Onchain data and liquidity compression suggest a possible dip before a price rebound.

Moody’s warns “cryptoization” is undermining monetary policy and bank deposits in emerging markets amid uneven regulatory oversight.

Though she said she was joking about “becoming an NFT creator” after her time at the SEC, the commissioner signaled she was working “to get crypto policy right” first.

High stablecoin market growth in 2025 signals a $1.9 trillion base case and a $4 trillion bull case by 2030, Citi's analysts said.

Bitcoin is down 5%, its sharpest weekly drop since March, but October seasonality and long-term holder stability suggest a potential recovery ahead.

SoftBank and ARK are reportedly eyeing an investment in Tether, a move that could value the stablecoin issuer at up to $500 billion as it diversifies beyond USDT.

According to Grayscale, some market sectors benefited from significant changes to US policy in the third quarter, but Bitcoin underperformed compared to Ether and others.

Two Nasdaq-listed DATs are investing in The Open Network's native token, allocating millions to token reserves even as the asset and their share prices decline.

Wall Street leans into crypto: E*Trade to add BTC, ETH and SOL, JPMorgan cools on stablecoin risks, and CFTC tests tokenized collateral.

Bitcoin and several major altcoins are trying to start a recovery, but they are likely to be met with significant selling pressure at higher levels.

Although crypto treasury companies have enjoyed short-term price gains, most have underperformed the underlying assets they hold.

Wall Street adoption may catalyze the first “supercycle” extending Ether’s price appreciation beyond the traditional four-year cycle, according to the largest corporate ETH holder.

The reported funding round comes amid earlier indications that the crypto exchange is preparing for a potential public offering.

Bitcoin showed no sign of a major rebound after the release of major US inflation data, with bid liquidity clustered at $108,200.

Key factors, such as Bitcoin dominance, liquidity shifts, market cycles and investor sentiment, drive altcoin season.

The CFTC still doesn’t have a permanent chair, but there are reportedly several pro-crypto contenders who are under consideration to lead the agency.

US President Donald Trump’s son Eric told the New York Post that stablecoins could “save the US dollar,” and defended his family’s crypto ventures.

Since the peak of the Trump news-driven rally, Cronos has lost more than $6 billion, or nearly 50% of its market cap.

With stablecoin rules taking shape and tokenized assets entering the market, blockchain’s foundation is being tested and layer-1s are proving their staying power.

Decentralized digital communities can democratize AI governance through transparent, community-led frameworks that prioritize public good over profit.

Vesting NFTs jumped to the top of CryptoSlam’s daily sales chart on BNB Chain, highlighting demand for liquidity solutions in token lockups.

UK Finance launched a tokenized deposits pilot in partnership with six major banks, including Barclays, HSBC and Lloyds Banking Group.

Aster reimbursed traders after an XPL glitch caused liquidations, as its perpetual DEX drove daily trading volumes to a record of more than $100 billion.

AI threat detection and enhanced wallet management may save crypto firms from North Korean infiltrators, cybersecurity experts told Cointelegraph.

DBS Hong Kong CEO Sebastian Paredes warned that Hong Kong’s new stablecoin KYC and AML rules will largely block their use in onchain derivatives trading.

Ethereum price weakness over the past two weeks has resulted in the relative strength index flashing a potential bottom signal not seen since early April.

World Liberty Financial will launch a WLFI token buyback and burn after a 41% price drop in September, aiming to cut supply and stabilize value.

Crypto sentiment gauge, the Crypto Fear & Greed Index, collapsed below 30/100 for the first time since mid-April, with Bitcoin trading $25,000 higher.

Ethereum co-founder Jeffrey Wilcke seemingly still holds hundreds of millions worth of Ether across multiple wallets.

CryptoQuant said crypto treasury companies that cut deals to sell new shares to private investors face downside risks due to incoming selling pressure.

TeraWulf is reportedly planning $3 billion in funding through Morgan Stanley with Google’s backstop as the mining firm pivots to AI.

OpenAI has launched ChatGPT Pulse to deliver customized daily updates to users based on their interests. It could even be helpful for cryptocurrency investors.

Bitcoin dropped to under $109,000 as long-term holders realized 3.4 million Bitcoin profits and ETF inflows slowed, signalling potential cycle exhaustion.

Favorable policy shifts, growing ETP access, and stablecoin momentum could be the key themes for the crypto market coming into Q4, analysts told Cointelegraph.

Bitwise is looking to launch an exchange-traded product tracking Hyperliquid’s token, amid volumes on crypto futures exchanges hitting all-time peak volumes.

SOL price fell to $192 on Thursday, but an upcoming ETF decision could kickstart institutional investor demand and reset Solana’s price momentum.

MGX, which previously bought $2 billion of World Liberty Financial's USD1, and Oracle will control nearly half of TikTok’s U.S. arm as American firms secure majority ownership.  ( 29 min )

The United Nations' pension fund tried blockchain technology to back up a "digital certificate of existence" that vastly improved its old, paper-based system.  ( 29 min )

PCE inflation data matched analyst expectations, but leaves policymakers balancing sticky inflation with a softer labor market, Sygnum Bank's CIO noted.  ( 30 min )

The USDT stablecoin issuer is reportedly looking to raise up to $20 billion at a valuation of $500 billion, which would make it one of the most valuable private companies in the world.  ( 28 min )

AVAX tumbled alongside the rest of the crypto market, extending a weeklong slide despite Anthony Scaramucci-backed AVAX One’s rebrand.  ( 30 min )

The token, pitched as an official Baby Shark play, was not an authorized product, brand-owner Pinkfong said.  ( 29 min )

Alongside, JPMorgan downgraded IREN and CleanSpark  ( 29 min )

LINK is down nearly 28% since the August highs amid broader crypto weakness, but the $20 support line hints at a potential recovery.  ( 30 min )

Proceeds are intended to support Barber Lake buildout, HPC expansion, and capped call transactions to reduce share dilution.  ( 29 min )

NEAR Protocol (NEAR) was also among the underperformers, declining 6.1% from Thursday.  ( 25 min )

The funding round sets the stage for a long-awaited IPO, expected to take place next year.  ( 27 min )

The crypto market is a sea of red, with the CoinDesk 20 Index down 5% in 24 hours and all members lower.  ( 31 min )

The 2025 Typologies Report outlines laundering tactics, mule account patterns and cross-chain transfers.  ( 29 min )

Your day-ahead look for Sept. 26, 2025  ( 37 min )

The risks are most acute in areas where crypto's use extends beyond investment into savings and remittances, according to the report.  ( 27 min )

Yield Basis aims to unlock sustainable Bitcoin yield on-chain, starting with capped liquidity pools.  ( 29 min )

As we approach the final quarter of 2025, key charts provide valuable insights to help crypto traders navigate the evolving market landscape.  ( 32 min )

The initiative is intended to enhance settlement efficiency, and serve as building blocks toward a broader framework for e-CNY integration.  ( 27 min )

A $29.1 million ETH-USD long hit was indicative of the growing role of decentralized perpetual exchanges in driving liquidations.  ( 29 min )

The token has lost $19 billion in value over seven days as resistance at $2.80 hardens.  ( 30 min )

Android is always evolving, and sometimes those changes happen a bit under the hood. One such change that's been gaining traction—and now has a firm deadline from Google—is the move to a 16 KB page size. If you're an Android developer, especially wit...  ( 7 min )

The GitHub CLI (Command Line Interface) is a powerful tool developed by GitHub that allows developers to interact with GitHub directly from the terminal. It provides a simple way to perform many GitHub tasks without leaving the command line interface...  ( 8 min )

Tom Mondloch quit programming after he finished community college. After a few years of odd jobs, he decided to get back into programming and discovered freeCodeCamp. He was just learning his own way, and didn't think freeCodeCamp's linear curriculum...  ( 5 min )

With the rise of AI agents and agentic systems, we’re no longer just generating text or images, we’re teaching AI how to take actions. Instead of asking, “Can AI write this for me?” you can now ask, “Can AI do this for me?” From updating CRMs to mana...  ( 9 min )

Flutter hooks are powerful functions that streamline state management, side effects handling, and code organization in Flutter applications. Inspired by React hooks, they provide a more concise and modular approach compared to traditional StatefulWid...  ( 10 min )

When most people think of image hosting, they imagine uploading photos to a cloud service and getting back a simple link. It feels seamless, but behind that experience sits a powerful set of technologies. At the core is something called object storag...  ( 11 min )

Generative AI has enabled the production of child sexual abuse images to skyrocket. Now the leading investigator of child exploitation in the US is experimenting with using AI to distinguish AI-generated images from material depicting real victims, according to a new government filing. The Department of Homeland Security’s Cyber Crimes Center, which investigates child exploitation…  ( 20 min )

Shoplifters in the US could soon be chased down by drones The news: Flock Safety, whose drones were once reserved for police departments, is now offering them for private-sector security, the company has announced. Potential customers include businesses trying to curb shoplifting.  How it works: If the security team at a store sees shoplifters leave,…  ( 20 min )

Remember the TQ Wuling? The small electric vehicle (EV) brand, which is a collaboration between Tan Chong Motor Group and SAIC-GM-Wuling Automobile Co. Ltd, has announced that its Wuling Bingo hatchback will arrive on the local market this December. The small hatchback was first shown to the public during the Malaysia Auto Show (MAS 2025) […] The post Wuling Bingo EV Arriving In Malaysia This December appeared first on Lowyat.NET.  ( 34 min )

Xiaomi had recently unveiled the Xiaomi 15T series locally yesterday alongside a series of accessories and tablets. I wanted to play around with what both of these devices had to offer, but unfortunately I did not have the time. Luckily, the company did provide me with the Pro model ahead of time to test, hence […] The post Xiaomi 15T Pro Hands On: Familiar On The Outside, Flashy On The Inside appeared first on Lowyat.NET.  ( 36 min )

Chery Malaysia has announced that the Tiggo 7 CSH and Tiggo 8 CSH are now open for booking through its social media platforms. Both SUVs were first shown at the Malaysia Auto Show (MAS2025) and were later previewed again during the launch of the automaker’s Super Hybrid Platform (CSH). As previously reported, the Chery Tiggo […] The post Chery Malaysia Opens Bookings For Tiggo 7 CSH, Tiggo 8 CSH appeared first on Lowyat.NET.  ( 34 min )

Meta announced that the Teen Accounts are now rolling out globally to both Facebook and Messenger. Previously, Teen Accounts were limited to those under 16 in the US, UK, Australia and Canada. The social media giant also enforced a similar addition to Instagram in September of last year. With reaching Malaysia sooner rather than later, […] The post Meta Rolls Out Teen Account To Facebook, Messenger Globally appeared first on Lowyat.NET.  ( 34 min )

Have you ever thought “I love the convenience of modern smartphones, but I just miss the feeling of an old handset in my hands”? Me neither, but someone clearly has. Singaporean lifestyle distributor brand ante has announced that it now carries the Native Union POP Phone as part of the latter’s 15th anniversary. And the […] The post ante Has A Phone Handset Accessory That Connects To Your Smartphone appeared first on Lowyat.NET.  ( 34 min )

Dell has introduced the Pro Plus Earbuds (EB525) in Malaysia, the first earbuds from its audio product range. However, unlike the ones offered by competitors such as Nothing or Apple, these are more for professionals who prefer a highly portable form factor, noise cancelling and compatibility with collaborative applications. Speaking of which… The new Dell […] The post Dell Launches Pro Plus Earbuds In Malaysia For RM698 appeared first on Lowyat.NET.  ( 34 min )

While Xiaomi is the first to release smartphones with the freshly announced Snapdragon 8 Elite Gen 5 chipset on board, other companies are not far behind. Aside from realme, iQOO has confirmed that its upcoming flagship, the iQOO 15, will be packing the new Qualcomm silicon. Additionally, the brand has confirmed that the model headed […] The post iQOO 15 To Launch With Snapdragon 8 Elite Gen 5, OriginOS 6 appeared first on Lowyat.NET.  ( 34 min )

Photos of the soon-to-be-released Logitech MX Master 4 mouse have made their way online, thanks to a Netherlands-based Redditor by the name Vachan1990. To be clear, these images aren’t renders of the MX Master 4, but actual images of the product in all its glory. The renders themselves made their way online a few months […] The post New Images Of Logitech MX Master 4 Leak appeared first on Lowyat.NET.  ( 17 min )

The limited edition Didi & Friends WiFi router is here to turn your internet corner into the happiest spot in the living room. With adorable faces from Didi, Nana, and Jojo, this is Malaysia’s first-ever animated-themed router, bringing cartoon fun straight into your WiFi experience.  Your kids will want to hug it, your guests will […] The post The Cutest Limited-Edition Didi & Friends Router Is Here – Find Out How to Get It For FREE! appeared first on Lowyat.NET.  ( 37 min )

BYD Malaysia has debuted the Seal 06 EV in the local market as announced last week, offering it in two variants: Dynamic and Premium. Additionally, Malaysia marks the first country outside of China to launch the model. As mentioned earlier, the sedan EV is based on the Qin L EV, which has been rebadged as […] The post BYD Seal 06 EV Debuts In Malaysia; Starting Price RM100,000 appeared first on Lowyat.NET.  ( 36 min )

As the official launch date for the OPPO Find X9 series draws closer, the smartphone brand has confirmed that the series will release globally with MediaTek’s Dimensity 9500 chipset. The brand has also confirmed that this SoC can be found in both the Find X9 and the Find X9 Pro. According to OPPO, the chipset […] The post OPPO Find X9 Series To Debut With MediaTek Dimensity 9500 appeared first on Lowyat.NET.  ( 34 min )

OpenAI has locked the more complex features of ChatGPT behind tiers of subscriptions. The free tier of the chatbot remains free in a purely monetary sense, but it looks like the company may be looking to monetise it. Or indeed better sell its paid tiers better. The company has a job listing titled “Growth Paid […] The post OpenAI May Be Building Its Own In-House Ad Tools appeared first on Lowyat.NET.  ( 33 min )

Xiaomi has officially launched a new wave of wearables and earbuds to coincide with the Malaysian launch of the Xiaomi 15T Series. This wave of devices comprises the Xiaomi Watch S4 41mm, the Xiaomi Smart Band 10 Glimmer Edition, and the Xiaomi Open Wear Stereo Pro. Firstly, we have the Xiaomi Watch S4 41 mm, […] The post Xiaomi Watch S4 41mm, Smart Band 10 Glimmer Edition, OpenWear Stereo Pro Launch In Malaysia appeared first on Lowyat.NET.  ( 36 min )

Established in 2023, CMF acted as Nothing’s budget-focused sub-brand. Among its first products were wearables including earbuds and a smartwatch, but it later expanded its repertoire with the addition of smartphones. Now, Nothing has announced that CMF will operate as an independent subsidiary, with India serving as the new headquarters. With this move, CMF is […] The post Nothing Spins Off CMF As Independent Brand Based In India appeared first on Lowyat.NET.  ( 34 min )

The server infrastructure supporting the Budi Madani RON95 (BUDI95) petrol subsidy scheme has been significantly upgraded and is capable of handling up to 30,000 transactions per minute, Prime Minister Datuk Seri Anwar Ibrahim announced today. Speaking at the Finance Ministry’s monthly assembly, he said the enhanced system capacity is designed to prevent disruptions like those […] The post Anwar: BUDI95 Server System Can Handle 30,000 Transactions Per Minute appeared first on Lowyat.NET.  ( 34 min )

US President Donald Trump officially signed an executive order, finalising plans that would see ByteDance, the parent company of TikTok, divest its US operations to investors, both within the US and globally. The deal, as per Vice President JD Vance, values the new US company at US$14 billion (~RM59 billion). The signing of the executive […] The post Trump Signs Executive Order For TikTok Deal; Values The Sale At US$14 Billion appeared first on Lowyat.NET.  ( 34 min )

During its keynote, Qualcomm announced that it was collaborating with gaming brand, Razer, to bring support for the latter’s Synapse app to Snapdragon laptops. Specifically, the new X2 Elite Series laptops. “We are actively working with Qualcomm to bring Razer Synapse to Windows on Snapdragon, as part of the growing ecosystem that’s reshaping how gamers […] The post Qualcomm Will Partner Up With Razer For Gaming On Snapdragon Laptops appeared first on Lowyat.NET.  ( 33 min )

While Xiaomi launched its 15T series on our shores, it also released another batch of phones in its home market. The flagship Xiaomi 17 lineup made its official debut as the first smartphones to equip the recently unveiled Snapdragon 8 Elite Gen 5 SoC. Starting with the base model, it sports a 6.3-inch AMOLED display […] The post Xiaomi 17 Lineup Debuts With Snapdragon 8 Elite Gen 5 appeared first on Lowyat.NET.  ( 35 min )

The Comms Ministry previously said it was looking into ways of keeping kids under 13 away from social media. This includes the possibility of implementing age verification mechanisms. As an extension of this, comms minister Fahmi Fadzil has said that social media platforms operating in Malaysia have been advices to implement electronic know-your-customer (eKYC) verification. […] The post Fahmi: Social Media Should Use eKYC Using Govt IDs appeared first on Lowyat.NET.  ( 33 min )

Microsoft has ended access to its cloud and AI services for a unit within Israel’s Ministry of Defense, following revelations that the technologies were used to conduct large-scale surveillance on Palestinian civilians. The decision, first reported by The Guardian and later confirmed by Microsoft. The move follows an internal review, triggered by The Guardian’s prior […] The post Microsoft Cuts Israel’s Access To Azure Cloud Over Surveillance Of Palestinians appeared first on Lowyat.NET.  ( 34 min )

Article Overview Programming Language: C++ Difficulty Level: Beginner to Advanced Topics Covered: References, Pass-by-Reference, Const References, Move Semantics, Performance Optimization Estimated Reading Time: 15 minutes Prerequisites: Basic C++ knowledge, understanding of variables, functions, and basic memory concepts, basic OOP What You'll Learn: How to use references efficiently, avoid common pitfalls, and apply modern C++ reference techniques Imagine you're writing a function to process a large video file object in C++: struct VideoFile { vector data; // Could be gigabytes! string metadata; // ... more fields }; void processVideo(VideoFile video) { // Problem: copies entire object! // Process the video... } Every time you call this function, C++ make…  ( 37 min )

I worked with Java for many years, building backend systems, APIs, and distributed applications. In 2022, I decided to focus more on Golang. I had studied it a little before, but I wanted to use it in real projects and really understand it. Why I Like Programming in Go? Go is simple, fast, and fun to write. Here are some things I noticed while moving from Java: Simple syntax: Less boilerplate than Java. Easy to read and understand. Fast performance: Compiles to native code and runs quickly, especially for CPU-heavy tasks. Concurrency made easy: Goroutines and channels make running multiple tasks simple. Explicit error handling: No exceptions like Java. You check errors directly, which makes programs safer. Easy deployment: Produces a single executable, no JVM or extra setup needed. Fun to code: Every day I discover new things, which makes me enjoy coding even more. My Go Experience 🛠️ Since 2022, I have applied Go in real projects: Built REST APIs and microservices. Worked with event-driven architectures. Managed high-volume data in production systems. Followed best practices in code design, testing, and monitoring. I keep learning new tips and tricks every day. Even small features or idioms make my code cleaner and faster. Comparing Go and Java ⚖️ Go is lighter and faster for many backend tasks. Java can be verbose but is still strong for large enterprise systems. Concurrency in Go feels more natural than Java threads. Go’s error handling encourages safer code. Deployment in Go is simpler, especially for microservices and cloud apps. Final Thoughts ✨ If you come from Java or another language, I highly recommend trying Go. It is simple, fast, and enjoyable. And even after months of using it, I keep learning something new every day, which makes the language exciting and motivating.  ( 7 min )

As artificial intelligence evolves beyond simple chatbots into sophisticated multi-tool agent systems, we're witnessing a paradigm shift that promises unprecedented capabilities in automation and problem-solving. However, beneath this technological advancement lurks a complex web of bias risks that could fundamentally undermine the fairness, safety, and trustworthiness of these systems. Multi-tool agent systems, also known as Multi-Agent Systems (MAS), represent a revolutionary approach to AI architecture. Unlike traditional single-agent models that handle all tasks independently, these systems employ multiple specialized agents working collaboratively to tackle complex challenges. Each agent functions as an intelligent entity, often powered by Large Language Models (LLMs), equipped with s…  ( 10 min )

Functions That Can Handle Surprises Imagine you're running a lemonade stand. Most days, you know exactly how many customers you'll have. But some days are surprises! Python functions face the same challenge—sometimes they know how many arguments they'll get, sometimes they don't. Meet Flexible Fiona, our function that can handle any number of customers: def make_lemonade_for_group(*customers): """*customers lets Fiona handle any number of people!""" cups = [] for customer in customers: cups.append(f"Lemonade for {customer}") return cups The asterisk * is like Fiona saying "I'm ready for surprises!" She can handle: make_lemonade_for_group("Alice") make_lemonade_for_group("Alice", "Bob", "Charlie") Even make_lemonade_for_group() with no customers! But here's where…  ( 8 min )

Member-only story -- 1 Share Most teams rely on snapshots or live backups to protect their Linux servers. They’re fast, convenient, and easy to schedule. But I’ve learned the hard way: snapshots alone aren’t enough. That’s why I always keep cold backups — offline, disconnected copies that malware or attackers can’t touch. Ransomware Ready → If your hypervisor or cloud account is compromised, snapshots can be encrypted right along with production. Silent Corruption → Snapshots faithfully preserve corruption too . If the system is already compromised, your snapshot is a compromised clone. Same Trust Boundary → Snapshots live in the same environment as the system itself — if an attacker gets root or cloud admin, they own your backups too. Air-Gapped → Disconnected from the network after creation. Immutable → Copies can’t be altered without deliberate action. Recoverable → Even if production is destroyed, you can rebuild from the offline backup. Read Full Blog on Medium Here  ( 6 min )

Blooket has become a favorite for students and teachers looking to gamify learning with quizzes, trivia, and study sessions. But managing games, answering questions, or testing strategies can become repetitive. That’s where the Blooket Bot comes in—an automation tool designed to simplify and enhance your Blooket experience. 👉 Explore the project here: Blooket Bot on GitHub What is Blooket Bot? Blooket Bot is a lightweight automation script that interacts with the Blooket platform. It can handle repetitive tasks, simulate game participation, and assist teachers or students with productivity. Core uses include: Automating quiz participation for testing Speeding up game sessions with simulated answers Gathering insights from quiz results Supporting teachers with demo sessions Key Features ⚡ Auto-Answering – Configure the bot to answer questions in real-time. 📊 Game Session Support – Automates joining and participating in live games. 🔧 Customizable Settings – Set difficulty levels, timing, and modes. 🔄 Practice Mode – Useful for students revising quizzes quickly. 🛡️ Safe Controls – Designed for learning/research purposes; keeps the user in control. Why Use It? For Students – Practice faster, test different question sets, and save time. For Teachers – Simulate classroom sessions, demonstrate quiz features, or test game modes. For Developers – Experiment with web automation using Python/Playwright/Selenium. Getting Started https://github.com/Appilot123/blooket-bot Usage Options: --game → Enter the Blooket game PIN --mode → Choose between auto/practice/demo FAQs ❓ Is this bot allowed on Blooket? ❓ Does it guarantee correct answers? ❓ Do I need coding knowledge? Final Thoughts The Blooket Bot is a fun and practical tool for experimenting with gamified learning platforms. It helps students practice faster, teachers demo classroom games, and developers explore automation in an engaging way. 👉 Try it yourself: Blooket Bot GitHub Repo  ( 6 min )

Walking Into the Gym for the First Time Imagine this: you’ve finally made the decision to improve your health (this is my personal experience). You walk into a gym for the first time, surrounded by endless machines — strange contraptions of metal and cables. You see people confidently lifting, pushing, pulling. Meanwhile, you’re standing there wondering: Where do I even begin? You look around for help, but the floor trainers are either busy chatting, scrolling their phones, or half-heartedly pointing at a machine without much explanation. You consider hiring any them as a personal trainer — until you see the price tag. $60, $80, even $100 per hour. And even if you pay, you quickly discover many trainers follow a one-size-fits-all script: “Let’s do bench press today, the squat rack is full,…  ( 8 min )

Day 7 - Functions In case you’d like to revisit or catch up on what we covered on Day Five, here’s the link: https://dev.to/babsarena/learn-bash-scripting-with-me-day-6-1i1n A function in Bash is a named block of code that you can define once and then call (reuse) multiple times in your script or shell session. It’s like a mini-script inside your script. NB- a function must be declared before it is called upon to execute. (note this cause I am about to confuse you later) There are two ways to declare a function: Style 1: with function, no parentheses needed (but you can add it if you want) function function_name { echo "Hello from function" } 🔎 Breakdown function - This keyword tells Bash: "Hey, I’m about to define a function." function_name - This is the name of the function. Y…  ( 8 min )

Follow-up to the "From Zero to AI Agent: My Journey into Java-based Intelligent Applications" series After seven posts building our Java MCP client from scratch, it was time for a test recording a demo to see how our AI agent performs with some user queries. The results are here. Today I'm sharing what happened during our demo session: the successes, the failures, and the valuable lessons learned about AI agent behavior. Our JavaChatAI agent was running with: Three MCP servers: FileSystem, Weather and Time services LLM Provider: Groq with Llama model Full multi-tool orchestration as built in our series Three execution modes: DIRECT_ANSWER, SINGLE_TOOL, and MULTI_TOOL The plan was simple: test various query types and see how our intelligent routing performs. Expected Behavior: DIRECT_ANSWER…  ( 8 min )

Subagents are a popular capability of Claude Code, which allow you to get specialized advice/aid during your dev sessions. Here's what they are, how to define them, and a few starter subagent personas. Claude Code's subagents are simply Claude instances with different areas of expertise. Instead of asking one generalist agent to do everything (e.g. classic Claude Code), you create specialists. Within a Claude Code session, you can invoke these subagents for tasks that might require more specialization, and thanks to their system prompts, you'll see better results. Subagents also benefit from having their own context windows, so they only ingest info relevant to their tasks. You'll save tokens, and see less of the "output degradation" that happens when the context window fills up during a…  ( 10 min )

TL;DR Andrew Huang teams up with The MIDI Association to unveil the winners of the 2025 MIDI Innovation Awards. He breaks it down into five bite-sized categories—commercial hardware, wild prototypes (both physical and software), the brand-new MIDI 2.0 ecosystem, and eye-popping artistic installations—showing off the coolest tools that are reshaping how we make music. Along the way he sprinkles in links to his plugins, courses, socials and gear recs, plus timestamps so you can jump straight to the juicy bits. If you’re curious about where music tech is headed next, this is your one-stop highlight reel. Watch on YouTube  ( 6 min )

Thee Marloes Live on KEXP Thee Marloes stormed KEXP’s studio on August 1, 2025, serving up five killer tracks—Logika, Over, Not Today, Mungkin Saja and I’d Be Lost—with Larry Mizell, Jr. on hosting duties and Kevin Suggs and Matt Ogaz handling the sound. Featuring Natassya Sianturi (vocals/keys), Sinatrya Dharaka (guitar/vox), Tommy Satrio (drums), Rhesa Filbert (bass/vox) and Sandy Kusuma (percussion/vox), this five-piece brought raw energy and tight grooves. Catch the full session on KEXP’s YouTube or dive deeper on their Bandcamp. Watch on YouTube  ( 6 min )

The Ryder Cup’s secret weapon is… a ball marker! Jon Millman’s pandemic pastime of crafting custom markers jumped to the big leagues when Rory McIlroy used one to win the 2025 Masters, sealing his career grand slam. Now Millman’s brand, Golf Life Metals, is hooking up Team Europe and Team USA with these personalized markers for the 2025 Ryder Cup at Bethpage Black—proof that even the smallest gear can make a huge impact on tour. Watch on YouTube  ( 6 min )

Ananta’s 10-minute gameplay trailer throws you straight into chaos: the company you join crumbles the moment you clock in, and a Maniac Chaos–induced traffic jam turns you into an overnight internet sensation. Now stranded in the neon sprawl of Nova City, this rookie captain has zero street cred and even less of a clue what he’s doing—brace yourself for headaches, unexpected twists, and some seriously tough days ahead. Watch on YouTube  ( 6 min )

Monster Hunter Wilds x Final Fantasy XIV Collab Alert The upcoming Update 3 crossover pits you against Omega Planetes, a brand-new monster straight out of FFXIV. In our hands-on preview we tackle this beast using nothing but the Bow, showing off some slick shots and agile dodges. Mark Your Calendars This epic hunt goes live on September 29th—whether you’re a long-time hunter or a Final Fantasy veteran, Omega Planetes is ready to test your mettle. Watch on YouTube  ( 6 min )

NINJA GAIDEN 4 – TGS 2025 Gameplay Overview Team NINJA and PlatinumGames just dropped a first look at NINJA GAIDEN 4’s signature high-speed, punishing combat—complete with dynamic enemy placement and aggressive AI that scales with your chosen difficulty. Newbie-friendly features include a Hero Mode, adjustable assists, and the series’ first stand-alone training mode so you can sharpen your skills before diving in. Trailer timestamps Intro: 0:00 Hero Mode: 1:01 Master Ninja Level gameplay: 2:44 Watch on YouTube  ( 6 min )

Solving This REAL Silent Hill f Puzzle Box Konami sent Kurt an eerie, fully functional puzzle box straight out of Silent Hill f, and he’s diving headfirst into its creepy mechanisms. Expect lots of twists, dead ends, and head-scratching moments as he tries to unlock its hidden secrets. Will he conquer Konami’s real-life nightmare and reveal what’s inside? Tune in to see Kurt’s puzzle-solving skills put to the ultimate test. Watch on YouTube  ( 6 min )

Yakuza 3 Gaiden: Dark Ties – TGS 2025 Preview Yakuza 3 Gaiden: Dark Ties is a nine-minute spin-off sneak peek bundled with Yakuza Kiwami 3, starring Mine as your new lead. From the jump you’re tailing Nishikiyama Family soldier Tsuyoshi Kanda, mixing stealthy pursuits with pulse-pounding brawls. Along the way you’ll scrap with thugs and rival Yakuza, then hit up the Club Sega print club to snap some fun photos before diving back into combat. It’s a perfect blend of underworld grit and playful side-quest vibes. Watch on YouTube  ( 6 min )

Yakuza Kiwami 3 TGS 2025 Gameplay Preview RGG Studios just unleashed a 10-minute sneak peek of Yakuza Kiwami 3 at TGS 2025, and it’s a wild ride from start to finish. You’ll dive headfirst into two intense street fights, belt out tunes at karaoke, and even grab snacks at the local convenience store. Beyond the brawls and ballads, the demo serves up some chill slice-of-life moments: buying and savoring lunch, swapping into a fresh outfit, and capping it all off with a slick story cutscene that hints at the next big chapter in Kiryu’s saga. Watch on YouTube  ( 6 min )

Color Breakers 2 drops October 2, 2025—bigger, brighter and bolder than ever! Gather up to eight pals for cross-play co-op or versus battles through procedurally generated canvases. Will you create a masterpiece or gleefully wreck it? Pre-order now on Nintendo Switch or wishlist on Steam to lock in your spot at the ultimate chaotic coloring party. Watch on YouTube  ( 5 min )

This article was originally published on Rails Designer Quite often I work with various clients that don't, or want, or can't use a third-party library like ViewComponent or similar. That leaves me with partials. Which, granted, often brings me really far early on. But then I hit a wall with maintainability and clean code (mostly too much logic in views which really triggers me). When you read up about this topic, you will often find things like helpers mentioned. The global scope of helpers is my biggest gripe with them. I only reach for one if a helper can truly be used throughout parts of the app. In this article I want to lay out the various techniques I use for apps I started myself and for others that need more than vanilla Rails partials without relying on gems. You can view the ful…  ( 9 min )

🚀 The Scenario The company runs analytics. They need frequent access to the latest data subsets. The older data is rarely used. They want a solution that provides low latency for recent data without storing the entire dataset locally. AWS Storage Gateway offers two Volume Gateway modes: Stored Volumes Keep the entire dataset on-premises. AWS asynchronously backs it up to Amazon S3 as EBS snapshots. Best when: you need low-latency access to all of your data locally. Cached Volumes Keep entire dataset in S3. Only frequently accessed data subsets are cached locally. Best when: you want to minimize on-premises storage but still get low-latency access to hot data. The company doesn’t need all old data locally (only the latest subsets). Cached Volumes: Store all data in Amazon S3. Provide local cache for recently accessed data. Applications get low latency for hot data. This saves money & storage space compared to Stored Volumes, which would force them to keep everything on-prem. 📊 Key Cached Volume Facts Volume size: 1 GiB → 32 TiB (must be whole GiBs). Per gateway: up to 32 volumes. Max total size per gateway: 1 PiB (1,024 TiB). Access: via iSCSI devices attached to on-premises servers. Stored Volumes = entire dataset kept locally. That means scaling on-prem storage as the dataset grows. This contradicts the requirement: they only need latest subsets frequently, not the full dataset. Requirement: low latency for latest subsets, not the whole dataset. Best match: Volume Gateway in Cached Mode. Why not Stored Mode? Stored Mode keeps the whole dataset local, which is unnecessary and costly here.  ( 6 min )

The most innovative music tools of 2025! Andrew Huang kicks off the 2025 MIDI Innovation Awards by spotlighting the coolest new gear—from polished commercial hardware to wild prototype rigs—alongside slick software demos and the game-changing features of MIDI 2.0. He wraps things up with a tour of artistic and visual installations that push the boundaries of sound and sight, making this roundup a must-see for anyone hungry for the future of music tech. Watch on YouTube  ( 6 min )

Thee Marloes hit the KEXP studio on August 1, 2025 with a dynamic live rendition of “Mungkin Saja.” Fronted by Natassya Sianturi (vocals/keys), the band features Sinatrya Dharaka on guitar, Tommy Satrio on drums, Rhesa Filbert on bass/vox, and Sandy Kusuma on percussion/vox. Hosted by Larry Mizell, Jr., engineered by Kevin Suggs and mastered by Matt Ogaz, the session was captured by a multi-cam crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) and edited by Luke Knecht. Stream it on KEXP.org or grab it on their Bandcamp—and join their YouTube channel for perks! Watch on YouTube  ( 6 min )

Thee Marloes – “Not Today” Live on KEXP KEXP welcomed Jakarta’s own Thee Marloes into their studio for a ripping live take on “Not Today,” recorded August 1, 2025. Fronted by Natassya Sianturi (vocals, keys) alongside Sinatrya Dharaka (guitar, vox), Tommy Satrio (drums), Rhesa Filbert (bass, vox) and Sandy Kusuma (percussion, vox), the five-piece delivers a punchy, feel-good groove that’s equal parts tight and spontaneous. Behind the scenes, host Larry Mizell, Jr. steered the vibe while Kevin Suggs captured the session, Matt Ogaz polished the final mix, and a crack team of cameras (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) plus editor Luke Knecht made sure every riff and beat popped. Dive in for a fresh burst of indie rock energy! Watch on YouTube  ( 6 min )

Can We Beat the US Junior Champion Bryan Bros Golf just dropped a hype-filled recap of their epic day on the course going head-to-head with the US Junior Champion and they’re loving every moment of it. Expect high-energy commentary, plenty of “Let’s go!!” vibes, and a massive shill-fest of discounts on gear—think Rhoback threads, Foresight Sports’ QuadMax launch monitor, Bushnell laser rangefinder, LAB Putters, Takomo clubs, Bruce Bolt gloves and more. Want in on the action? They’re pushing you to subscribe to their newsletter, join the Discord crew, catch ’em live on Twitch, and follow all their social channels. Oh, and did we mention the discount codes galore? Perfect time to snag some new golf swag. Watch on YouTube  ( 6 min )

Gungrave GORE Blood Heat is the fully rebuilt, souped-up version of the cult classic, rocking a brand-new engine, next-level visuals and a modernized gameplay system that takes the gore-fueled action up several notches. You’ll find sharper character models, richer backgrounds, the return of fan-favorite elements and even new exclusive faces ready to blast through hordes of bad guys. Get hyped for the most intense Gungrave ride yet! Watch on YouTube  ( 6 min )

NINJA GAIDEN 4 Gameplay Overview Trailer Highlights NINJA GAIDEN 4’s TGS 2025 trailer teases a return to punishing, high-speed combat with dynamic enemy placement and aggressive AI that scales with your chosen difficulty. Don’t worry if you’re new to the series—Hero Mode and adjustable assists are onboard to help you learn the ropes without getting shredded on Day One. For the first time ever, there’s a stand-alone training mode so you can hone your combos before jumping into the real carnage. (Intro 0:00 | Hero Mode 1:01 | Master Ninja Level gameplay 2:44) Watch on YouTube  ( 6 min )

Solving a Real-Life Silent Hill f Puzzle Box Konami shipped over a physical puzzle box straight out of Silent Hill f, complete with all the eerie vibes and clever mechanisms fans will recognize. In a fun, casual showdown, Kurt dives headfirst into the challenge—twisting, sliding, and testing his wits to crack the box’s secrets. Watch on YouTube  ( 5 min )

eFootball x Yu-Gi-Oh! Collab Trailer Highlights Konami just dropped a crossover trailer marrying eFootball’s free-to-play soccer action with the iconic Yu-Gi-Oh! universe. For a limited time (now through October 23), you can summon Duel Monsters on the pitch with special Yu-Gi-Oh!-themed cards, earn exclusive login rewards, tackle new Events, and crush Campaign Objectives. Whether you’re on PS4/PS5, Xbox One/Series X|S, iOS, Android, or PC, jump in now to deck out your team and duel your way to victory! Watch on YouTube  ( 6 min )

Supergiant Games just unleashed the launch trailer for Hades 2’s Nintendo Switch 2 Edition, and it looks epic. Jump back into the Underworld as the Princess of the Underworld, snag new weapons and abilities on each run, and come face-to-face with Greek gods from Apollo to Zeus. Hades 2 is live now on Nintendo Switch, Nintendo Switch 2, and PC—time to dance with the shades again. Watch on YouTube  ( 6 min )

Mistfall Hunter Update Trailer Highlights Producer Haoliang “HAO” Zhang gives us a peek at what’s coming to Mistfall Hunter, a dark-fantasy action extraction RPG where you and up to three fellow Gyldhunters dive into the eerie Gyldenmist to slay twisted monsters, outwit rival teams, and haul back epic loot. Coming to Xbox Series X|S, Xbox for PC, Xbox Cloud, and Steam, Mistfall Hunter looks to blend tense co-op battles with high-stakes extraction gameplay—perfect for anyone who loves a dose of danger with their treasure hunts. Watch on YouTube  ( 6 min )

Introduction Zero‑downtime deployments are a non‑negotiable expectation for modern services. As a DevOps lead, you’ll want a repeatable, auditable process that lets you push new code without dropping connections, while keeping observability tight. This checklist walks you through a Docker‑centric workflow that leverages Nginx as a reverse‑proxy, blue‑green releases, and CI/CD automation. Follow each item, and you’ll have a robust pipeline that ships features safely and scales gracefully. Base image: Use an official, minimal image (e.g., python:3.12-slim or node:20-alpine). Immutable layers: Pin exact versions of OS packages and runtime dependencies. Health checks: Define HEALTHCHECK in the Dockerfile so the orchestrator knows when a container is ready. FROM node:20-alpine WORKDIR /ap…  ( 8 min )

Introduction Transport Layer Security (TLS) is the backbone of modern web security, but a mis‑configured Nginx server can still expose your site to downgrade attacks, weak ciphers, or information leakage. As an SRE focused on reliability and speed, you need a checklist that balances strong encryption with minimal latency. Below are seven practical tips you can apply today to harden TLS on Nginx while keeping your response times razor‑sharp. TLS 1.3 offers forward secrecy by default and reduces handshake round‑trips. Disable everything older than TLS 1.2. # /etc/nginx/nginx.conf (or a site‑specific file) ssl_protocols TLSv1.3 TLSv1.2; # Only allow modern protocols ssl_prefer_server_ciphers on; # Let the server choose the best cipher Older protocols (SSLv2, SSLv3, TLS 1.0/1.1) are vul…  ( 8 min )

If you're just starting your web development journey or considering which framework to learn next, you've probably heard about Next.js. But what exactly is it, and why are so many developers choosing it over other options? Let's break it down in simple terms. Think of Next.js as a powerful toolkit built on top of React (Facebook's popular JavaScript library). While React is great for building user interfaces, Next.js takes it several steps further by providing everything you need to build complete, production-ready web applications. Imagine React as a high-quality set of building blocks, and Next.js as the instruction manual, foundation, and additional tools that help you build a complete house instead of just walls. Lightning-Fast Performance Out of the Box One of the biggest headaches …  ( 9 min )

Amazon S3 (Simple Storage Service) is one of the most popular and powerful cloud storage solutions. It’s secure, scalable, and integrates seamlessly with almost every AWS service. But here’s the catch—if you don’t manage your S3 usage properly, costs can pile up quickly. The good news is that AWS provides you with numerous ways to optimize your S3 bill. By choosing the right storage class, applying lifecycle policies, and leveraging cost monitoring tools, you can significantly reduce expenses without compromising performance. Let’s break it down. Amazon S3 offers different storage classes designed for specific use cases. Picking the right one is the first step to saving money. Use case: Frequently accessed data (websites, mobile apps, analytics). Use case: Data with unpredictable or chang…  ( 9 min )

JavaScript is full of hidden gems. Many times, we end up writing long functions for tasks that can actually be solved in just a single line of code. Here are 10 clever JavaScript one-liners that can simplify your code and speed up your workflow. Split the string into an array, reverse it, and join it back together. Compares the string with its reversed version. Generates a random integer between min and max. Uses the array sort() method with a random comparator. Set automatically removes duplicates. The flat() method with Infinity flattens arrays of any depth. Quick way to make titles and labels look nice. Turns query parameters into a clean object. Simple modulus check — quick and clean. Handy for generating random colors for backgrounds or UI elements. These one-liners show how powerful and concise JavaScript can be. Instead of writing 5–10 lines, you can often solve problems in just one line. 👉 Which one was your favorite? Do you know other cool one-liners? If you found this useful, follow me for more JavaScript, React, and Next.js tips 🚀  ( 6 min )

AI demos are intoxicating. They make you feel like the future has arrived. A few clicks, a few prompts, and suddenly you are looking at something that feels like science fiction. But here’s the problem. The same demo that dazzles on stage almost always collapses when you try to turn it into a product. Why? Because a demo is theater, and production is reality. A demo is built to impress, not to last. It only shows the happy path. The presenter knows what to type. They avoid the weird edge cases. The inputs are clean, the timing is perfect, and the audience only sees the system at its best. Production is the opposite. Real users are unpredictable. They type half-formed thoughts, use slang, and ask things the system was never designed to handle. If the demo is a polished photo, production is …  ( 7 min )

The Problem I Wanted to Solve As a developer, I tell people that my happy place is "hands on keyboard." But let's be real, I spend too much time doom scrolling. I'm a father, and it's hard to see all the toxicity in the digital world that my kids are exposed to. But, with a hat tip to Gandhi, "build the change you want to see in the world." So I built The Daily Gratitude Drop. It's just a simple site that serves 5 curated gratitude stories each day. No ads, no comments, no infinite feeds. Not even any accounts or signups. Just anonymous people sharing moments of thankfulness. But, because of that? No drama or toxicity, either. Built with Next.js and TypeScript, deployed on Vercel with Cloudflare workers. The whole thing runs on free tiers, which limits some of what I want to do, but I'm …  ( 9 min )

Check out this Pen I made!  ( 5 min )

As a software engineer working in healthcare, I’ve seen first-hand how patients want instant answers but compliance makes everything tricky. We can’t just throw PHI (Protected Health Information) into ChatGPT and call it a day. So I decided to build a HIPAA-friendly chatbot using AWS Lambda (serverless backend) and Amazon Bedrock (LLM service) — with data masking to keep sensitive info safe. Why chatbots in healthcare are challenging 🚑 How to design a compliant architecture 🔐 Code snippets for AWS Lambda + Bedrock ⚙️ Tips for keeping PHI secure 🛡️ 🚨 The Challenge: AI + Healthcare = Risk Chatbots are great for FAQs, triage, and scheduling. But if you send raw PHI (like names, MRNs, diagnoses) to an LLM… that’s a compliance nightmare. HIPAA requires minimum nec…  ( 7 min )

Hey everyone, Time for another update on Good Boy. If you’ve been following along, you know the idea has always been pretty simple: a desktop pet that doesn’t demand your attention. He’s not an idle game with grindy loops, just a little companion that eats, naps, and hangs out while you work (or binge random YouTube videos). Lately, I’ve been experimenting with new ways to show him off — and that led me to record a short YouTube video. Watch the video here Where Good Boy is headed Adding more unique interactions (the kind you’ll discover accidentally and laugh at). A full customization system, so you can make him look like your own dog. Fun cosmetics to dress him up. Long-term: I want this to grow into something bigger than just a novelty — a cozy, supportive presence on your desktop. But to get there, the project needs your support. Right now, Good Boy is available on Itch for just $2. Every adoption helps me keep working on new features. Itch.io link 🎁 The Giveaway I know not everyone can support right away, so I’ve set up a small giveaway for the community. How to enter: Join our Discord → Discord Invite Head to the #giveaway channel and react to the post. I’ll be picking winners there soon, so make sure you hop in. That’s all for this update. Thanks again to everyone who’s been playing, giving feedback, and just hanging out in the Discord — it really means a lot. I’ll see you in the comments (or the giveaway channel 👀).  ( 6 min )

O controle eficiente de versão é um pilar fundamental no desenvolvimento de software, e o Git se destaca como uma ferramenta indispensável nesse cenário. No coração do Git, encontramos o comando git diff, uma poderosa ferramenta que possibilita analisar, compreender e gerenciar alterações no código-fonte. Seja você um iniciante curioso, um desenvolvedor experiente ou um colaborador envolvido em revisões de código, entender como o git diff funciona é crucial para otimizar o fluxo de trabalho e manter um histórico de alterações preciso. Este breve guia abrange algumas dicas de como utilizar essa ferramenta. Fundamentos É importante destacar algo evidente, mas muitas vezes negligenciado: mantenha uma atenção constante nas alterações que você realiza. Isso se torna particularmente relevante qu…  ( 7 min )

I've spent the past 13 years in software engineering—and, call me a masochist, but my favorite part is still running face-first into unfamiliar tech and coming out the other side. If you’re a jack-of-all-trades like me, you know the drill: you can dance through AWS, sprinkle some YAML, chat about machine learning infra, and even nerd out about k8s clusters, but—rarely do you wake up feeling like “The One” for any particular topic. You know, the person who the buck stops with. To get there, you’d have to live and breathe the material. Sweat the APIs. Debug the dark corners. Ship the damn thing yourself. But here’s the secret: you can't fake expertise. You need a foundation built on honest effort. For me, books and courses have always been the gateway. But here’s the rub: it’s too easy to fo…  ( 8 min )

I recently hit a wall, with cursor struggling to resolve a bug in a particular library. It kept offering basic fixes that just weren't right and we kept looping through the same fixes burning throught tokens Thats when i remember what I did back in the days when we all coded first and googled second The Problem: Modern AI models are powerful, but their training data has a knowledge cutoff. This means they do not have real-time information on the absolute latest bugs, edge cases, or workarounds being discussed and solved right now in the open-source community. The Solution: tell your AI to search GitHub issues. Instead of asking "How do I fix X?", you prompt it to leverage GitHub issues. This shifts the AI from trying to recall (potentially outdated) information to actively searching a live, community-maintained database of real issues from real developers The Prompt I Used: this bug in [Library/Framework Name, e.g., 'React Query', 'TensorFlow', 'MyProjectName'] can you check recent GitHub issues for related solutions or workarounds? Specifically, look for issues matching [specific error message, function name, or keyword]. Augmenting the intelligence of the AI tool with the intelligence of the community taps you into the collective intelligence of thousands of developers who have likely encountered (and solved) similar issues. Have you tried anything similar? Share your AI prompting hacks in the comments!  ( 6 min )

As autumn settles in across the Northern Hemisphere, the tech world shows no signs of cooling down. On September 25, 2025, headlines were dominated by seismic shifts in AI infrastructure, potential blockbuster partnerships between legacy chip giants, and escalating regulatory battles that could redefine global innovation. From Qualcomm's next-gen chip unveilings to Apple's pointed critique of EU antitrust rules, today's developments underscore the industry's relentless pace and its growing pains. With AI investments surpassing $100 billion in announced deals alone, and cybersecurity threats looming larger than ever, this snapshot captures a sector at a crossroads: poised for breakthroughs yet tangled in geopolitics and ethics. In this roundup, we'll dive into the day's top stories, analyzi…  ( 10 min )

TL;DR Andrew Huang’s latest video, backed by The MIDI Association, spotlights the coolest music tools of 2025—from sleek commercial gear to wild experimental prototypes and fresh software innovations. He breaks the roundup into five punchy chapters: commercial hardware products, hardware prototypes, software prototypes, MIDI 2.0 developments and artistic/visual installations, giving a quick-fire glimpse of what’s next for music makers. Watch on YouTube  ( 6 min )

Thee Marloes rocked the KEXP studio on August 1, 2025 with a punchy, five-song set—“Logika,” “Over,” “Not Today,” “Mungkin Saja” and “I’d Be Lost.” Fronted by Natassya Sianturi’s vocals and keys, the band brings infectious energy with Sinatrya Dharaka on guitar, Tommy Satrio on drums, Rhesa Filbert on bass and Sandy Kusuma on percussion. Hosted by Larry Mizell Jr. and engineered by Kevin Suggs (with mastering by Matt Ogaz), the session is captured by a top-notch camera/edit crew. Catch the full performance on KEXP’s YouTube or stream more at theemarloes.bandcamp.com—and be sure to join the channel for exclusive perks! Watch on YouTube  ( 6 min )

As developers, we often build tools to solve everyday problems. A unit converter seems like a straightforward project, right? But as the infamous story of NASA's Mars Climate Orbiter shows, a simple miscalculation in unit conversion can have catastrophic consequences ($125 million worth, to be exact). www.unitly.info). It's a free, comprehensive online converter that supports over 20 unit categories, ensuring accuracy and saving you development time. const acres = 10; ${acres} acres is equal to ${acresToHectares(acres).toFixed(4)} hectares.);  ( 6 min )

Hyrule Warriors: Age of Imprisonment Hands-On Preview Here’s the scoop on the latest Zelda Musou spin-off: Age of Imprisonment is officially joining the Zelda timeline, so everything you do now carries real story weight. That canon status isn’t just lip service—it opens the door to fresh gameplay mechanics, deeper story tie-ins and all the epic hack-and-slash you could hope for. Watch on YouTube  ( 5 min )

Monster Hunter Wilds x Final Fantasy XIV Collab Get ready to team up with the Omega Planetes in this wild crossover! In our gameplay preview, we took down the brand-new monster with a trusty Bow, and it’s dropping into Monster Hunter Wilds on September 29th—don’t miss it! Watch on YouTube  ( 5 min )

Forza Horizon 6 roared onto the stage at TGS 2025, revealing a 2026 launch date on Xbox Series X|S and PC. The next chapter of Playground’s acclaimed racing series shifts its spotlight to Japan’s stunning landscapes—from neon-drenched city streets to coastal highways and mountain passes—inviting you to burn rubber and earn your stripes as a Horizon Festival legend. Watch on YouTube  ( 6 min )

Get ready to bend time and slice through foes as Ekko in the brand-new 2XKO trailer from Radiant Entertainment and Riot Games! This mid-range sword-wielding brawler packs serious time-manipulation gear to tip the scales in your favor. Mark your calendars: Early Access drops October 7 on PC, with console showdowns coming soon to PS5 and Xbox Series X|S—time to see if you can outsmart your opponents… literally! Watch on YouTube  ( 6 min )

In this article, we'll learn which tag we use to create a video element in HTML, as well as the attributes that define how the video will behave. Now, revealing the secret, to add videos to an HTML document, you need to use the video tag. First, we create the video tag and then add the controls attribute to display a playback control. Next, we add the tag with the path to the video file. An interesting detail: we can also add more than one file with a different extension as a security measure, HTML will consider the first supported file. In this case, we'll add a file with the .mp4 extension. If the file isn't supported or has a problem, HTML will consider the next supported file. Finally, if none of the files are supported in t…  ( 7 min )

Read this article on Signadot. API contract testing was meant to be the safety net for microservices—ensuring that when one team updates a service, they won’t break others. But as organizations scale their services and teams, traditional contract testing approaches are starting to buckle under the pressure. Many teams that “tried Pact… didn’t stick” due to too much maintenance and tests that “get out of date fast.” In theory, consumer-driven contract tests should catch breaking API changes early. In practice, they often introduce their own bottlenecks in large, evolving systems. The reason is simple: maintaining explicit API contracts by hand doesn’t scale. A single API change can trigger dozens of contract updates across client services, creating a significant maintenance tax for develope…  ( 10 min )

Infrastructure Monitoring in 12 Days: A Hands-On Journey with Uptime Kuma A practical guide to setting up monitoring on Linux and Windows systems. Objective This guide offers a practical, step-by-step approach to mastering infrastructure monitoring using Uptime Kuma. Over the course of twelve days, I learnt to set up, configure, and utilize Uptime Kuma to monitor servers, websites, and critical systems effectively. Each day builds on the previous, covering essential concepts, hands-on exercises, and real-world applications to ensure I gain confidence and proficiency in infrastructure monitoring. Uptime Kuma is a self-hosted monitoring tool designed to track the uptime and performance of websites, servers, and other critical systems. It offers a user-friendly interface, real-time alerts, …  ( 7 min )

If you’ve ever wondered how to build powerful, scalable web applications without reinventing the wheel, Django is your best friend. Django is a high-level Python web framework that allows you to build web apps quickly, securely, and with less code. In this article, we’ll walk through the basics of Django, its project structure, and get you ready to write your first app. Django is popular because it follows the "batteries-included" philosophy, meaning it comes with everything you need to build web apps: ✅ ORM (Object-Relational Mapper): Work with databases using Python instead of writing SQL. ✅ Admin Panel: Auto-generated backend to manage your data. ✅ Security: Protection against common vulnerabilities (SQL injection, CSRF, XSS). ✅ Scalability: Used by Instagram, Pinterest, and Disqu…  ( 7 min )

Ever wondered how modern applications are built, deployed, and scaled with such incredible efficiency? The secret often lies in containerization, and Docker is at the heart of it all. If you're new to the world of DevOps and eager to master the art of packaging, running, and orchestrating applications, you've landed in the right place. Our comprehensive Docker learning path is meticulously designed for beginners, offering a systematic approach to transform you into a containerization pro. Get ready to dive into practical exercises within an interactive Docker playground, building real-world skills that are highly sought after in today's tech landscape. Difficulty: Beginner | Time: 15 minutes In this challenge, you will learn how to use Docker, a popular containerization platform, to packa…  ( 9 min )

The Journey: Day 0 → Day 50 I wanted to make a post that shows my struggle and progress of this journey. I messed about on AI chat for the first time one day, and thought, oh I bet I could try to make a game using this. Having played many games in my life and getting to the stage where they mostly bored me, my plan was to build something really simple that I might like to play. It was far from simple and dragged me into a rabbit hole that I have not emerged from. Discovered I needed to download unity, heard of it, never used it. Never programmed anything before in my life. Barely passed a GNVQ in ICT in school over 20 years ago. Using my 2 core HP laptop set up with a single 4GB Ram stick , and a 128GB SSD that was already crying out for more memory, I cleared some stuff, enough to at l…  ( 12 min )

Neste artigo damos continuidade à nossa análise histórica sobre os recursos que cada versão do Java trouxe para tornar o código mais limpo e simples para o desenvolvedor. Se você caiu de paraquedas aqui e ainda não leu a primeira parte, clique aqui. Nesta versão ganhamos métodos para criar coleções, métodos privados em interfaces, novos métodos para Streams API (takeWhile, dropWhile e iterate) e Optional (ifPresentOrElse, or, stream) e melhoria no Try-with-resources. Os novos métodos nos permite criar coleções imutáveis com mais facilidade. // Antes List lista = Arrays.asList("A", "B", "C"); // Java 9 List lista = List.of("A", "B", "C"); Set set = Set.of(1, 2, 3); Map mapa = Map.of("um", 1, "dois", 2); Arrays.asList não era imutável. O takeWhile …  ( 8 min )

Your plumbing skills might be top-notch, but if your website doesn’t convince homeowners fast, you’re losing calls to competitors. Here are five common mistakes I see on plumbing websites — and how to fix them. Hard to Call on Mobile Most customers find plumbers on their phone during emergencies. If your site doesn’t have a click-to-call button, you’re invisible. No Trust Builders Homeowners want proof. Testimonials, before-and-after photos, and licenses build trust. Without them, people bounce. Slow Loading Speed Every extra second costs conversions. A slow site makes homeowners think your service might be slow too. Confusing Layout If visitors can’t find “Services” or “Contact” in 3 seconds, they leave. No Local Focus Generic copy doesn’t convert. People search “plumber in [city]” — your website must say exactly that. What to Do Next These mistakes are simple to fix — and fixing them means more phone calls and jobs booked. At Themesrush, we’ve built a ready-made plumbing website template designed to solve all these issues: mobile-friendly, trust-boosting, fast, and SEO-ready. 👉 See the demo here: https://plumberin.themesrush.com/ Social Post Version (short, engaging) Hook: Body: The good news? Fixing these instantly brings in more calls. I’ve built a site template made just for plumbers that solves all this. 👉 Check it out here: https://plumberin.themesrush.com/  ( 6 min )

By Sojin Antony When I started building react-spread-sheet-excel, my goal was simple: create a spreadsheet component for React that could handle massive datasets without choking the browser. Most existing solutions either lacked performance, flexibility, or essential features like formula support and export/import. So I built my own. Here’s the story behind it — the challenges, the architecture, and how it can help you build powerful spreadsheet-like interfaces in React. React is amazing, but rendering thousands of DOM elements can quickly become a bottleneck. I wanted a component that could: Render 100,000+ input cells without lag Support Excel-style formulas Allow rich formatting (bold, italic, font size, etc.) Enable CSV/XLSX export and import Provide keyboard navigation , undo/redo,…  ( 7 min )

Power BI is Microsoft's business analytics platform that helps you turn data into actionable insights. Whether you're a business user, report creator, or developer, Power BI offers integrated tools and services to connect, visualize, and share data across your organization. What Power BI is and how it fits with Microsoft Fabric Follow these steps to get started with Power BI: Get started: Sign up and set up your workspace. Download Power BI Desktop or use the Power BI service in your browser. Connect and prepare data: Connect to sources like Excel, SQL, or cloud services. Clean and shape your data. Model and combine data: Create relationships, add calculations, and combine sources for a complete view. Build reports and dashboards: Use drag-and-drop tools to create interactive visuals. Explore and analyze: Filter, sort, and drill down to find insights. Use built-in analytics. Share and collaborate: Publish to the Power BI service, share with your team, and collaborate in real time. Administer and secure: Manage access, set up security roles, and monitor usage.  ( 6 min )

I moved my Laravel app logs into AWS CloudWatch and Sentry. It completely changed how I debug errors — faster insights, better monitoring, and less guesswork. Here’s what I learned. https://meetmytech.com/blogs/how-structured-logging-with-aws-cloudwatch-sentry-changed-the-way-i-debug-laravel-apps)  ( 6 min )

During my internship, I had the opportunity to work on a Website Hacking Project. The main goal was to understand how attackers exploit vulnerabilities in web applications, but more importantly, how defenders can implement strategies to reduce the risk of these attacks. This project gave me a hands-on experience that connected both sides of cybersecurity: offense and defense. Vulnerabilities Explored 🔹 SQL Injection 🔹 Command Injection 🔹 Login Bypassing Mitigation Methods Learned Studying vulnerabilities is only half of the lesson — knowing how to prevent them is equally important. 🛡️ SQL Query Parameters 🛡️ Restricting Shell Privileges 🛡️ Secure Configurations Key Takeaways Offensive skills help you think like an attacker and anticipate their moves. Defensive practices ensure you can build resilience against real-world attacks. Combining both perspectives provides a balanced mindset that is critical in red teaming. Conclusion This project was a strong reminder that cybersecurity is not just about finding vulnerabilities, but also about securing systems once the cracks are revealed. It pushed me to see security as a cycle of continuous learning: I’m excited to carry these lessons forward and continue building skills in both offensive and defensive security.  ( 7 min )

The 'Model-in-the-Loop' Pitfall: A Common yet Devastating Oversight When integrating machine learning (ML) models into production, it's remarkably easy to overlook the importance of data validation in model training and inference. This oversight can have far-reaching consequences, leading to unexpected failures or degraded performance when encountering unseen data. The 'Model-in-the-Loop' pitfall is a common yet devastating mistake that can compromise the reliability and efficacy of even the most sophisticated ML systems. The Pitfall: Data Validation Neglect During model training, data validation is crucial to ensure that the model is learning from high-quality, relevant data. However, when deploying models in production, data validation often falls by the wayside. This neglect can lead to model failures when encountering: Missing or corrupted data: Models may not be able to handle missing values or data corruption, causing them to produce inaccurate or nonsensica... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

SEO is crucial for web applications, but implementing it correctly can be challenging. In this article, we'll explore how to create a comprehensive SEO solution using Nuxt 3, including meta tags, Open Graph images, JSON-LD structured data, and dynamic OG image generation. We'll create a complete SEO implementation featuring: Meta tags for search engines Open Graph and Twitter Card tags for social sharing JSON-LD structured data for rich snippets Dynamic OG image generation using Satori Canonical URLs for duplicate content prevention First, let's set up our Nuxt 3 project with the necessary dependencies: { "dependencies": { "@prisma/client": "^6.16.2", "@resvg/resvg-js": "^2.6.2", "nuxt": "^4.1.2", "satori": "^0.18.3", "satori-html": "^0.3.2", "vue": "^3.5.21" },…  ( 9 min )

In our previous post, we explored why Kubernetes observability requires both OpenTelemetry (OTel) and Prometheus. Together, they form a powerful foundation for monitoring modern workloads, but only when those workloads expose telemetry. What happens when they don't? That's exactly the case with many Model Context Protocol (MCP) servers. These servers run critical workloads but rarely expose metrics or integrate with observability frameworks. For operations teams, they behave like black boxes; you see requests going in and responses coming out, but nothing about what's happening inside. ToolHive was built to reduce this gap. Running natively inside Kubernetes, ToolHive acts as an intelligent proxy that collects usage statistics from MCP servers without requiring any modifications to the ser…  ( 10 min )

If you’ve ever stumbled across n8n and thought: But here’s the thing 👉 the name isn’t random at all. Back in the early days, founder Jan Oberhauser was building a new kind of workflow tool. So, naturally, he came up with the name: Cool, right? Except… there was a problem. Imagine typing nodemation into your terminal over and over again. Jan realized the name was way too long for real-world use. So, he turned “nodemation” into something much leaner: n8n. Here’s the genius part: It represents the eight letters between the two “n”s in “nodemation.” n [eight letters] n → n8n Once you see it, you can’t unsee it. And just like that, the quirky, hacker-culture name was born. The name wasn’t just shorter. Node-based (drag-and-drop workflow builder) Automation-first (the core purpose) No-code friendly (accessible for beginners, powerful for pros) Even better? It stuck. Great product names aren’t always obvious. 👉 Next time you see a brand with a “weird” name, ask yourself: what’s the story behind it? Because more often than not, there’s a piece of creativity hiding in plain sight. ✅ Your turn: What’s the most unusual (or clever) product name you’ve come across in tech? Drop it in the comments. I’d love to see your list! Reddit discussion on n8n n8n Press Kit n8n GitHub Repo  ( 6 min )

We've all been there. You're deep into a technical blog post, finally getting to the good stuff, and then... bam. A clunky, out-of-place sales pitch for a product you've never heard of. It's jarring, it breaks your flow, and it instantly kills the author's credibility. As developers, we have a finely tuned B.S. detector. We're here to solve problems, not to be sold to. This is the central challenge for any B2B company trying to reach a technical audience through content. So how do you showcase your product's value without sounding like a cheap commercial? The answer is product-led storytelling. It's not about hiding a sales pitch; it's about making your product an organic, essential part of the solution you're presenting. Let's break down five practical ways to weave your product into your…  ( 9 min )

Networking concepts like IP addresses, subnetting, and CIDR often feel abstract—just strings of numbers and slashes. At first glance, 192.168.1.10/24 or 2001:0db8::1 looks like a secret code. But what if we imagine the internet as a city, with streets, neighborhoods, and houses? Suddenly, IPs make sense, and data becomes letters traveling along streets. Let’s take a journey through this digital city. IPv4: The Vintage City IPv4 is like an old, charming city with about 4 billion houses. In the early days, 4 billion seemed more than enough. Every device had its own home. As more devices joined—phones, laptops, smart gadgets—the city became crowded. Some houses had to be shared. NAT (Network Address Translation) is like multiple families crammed into one apartment. Mail (data) still arrives…  ( 8 min )

"Get Ready for the Synthetic Data Revolution: A 5-Fold Increase by 2027 The future of artificial data is brighter than ever, with a predicted 5-fold increase in synthetic data adoption by 2027. This growth is fueled by the rapid advancements in Generative Adversarial Networks (GANs), which have transformed the way we generate, manipulate, and analyze data. As GANs converge with explainability techniques, particularly SHAP (SHapley Additive exPlanations) values, we're witnessing a seismic shift in the way organizations approach high-stakes applications. GANs have long been the unsung heroes of synthetic data generation, capable of producing photorealistic images, videos, and even audio files. However, their opaque nature has limited their widespread adoption. That's where SHAP values come in – a game-changing explainability technique that sheds light on the decision-making process of GANs. By providing transparent and interpretable insights, SHAP values empower organizations to tru... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Why Your React App Feels Sluggish (And How Suspense and Concurrent Mode Fix It) Imagine your user just clicked a button and the entire screen freezes for a moment. Sound familiar? In complex React apps, these micro-stutters and janky transitions grow over time — especially as components grow, fetch more data, or perform computations. But what if React could respond instantly to your users, even if data is still loading in the background? Welcome to React’s Concurrent Mode and Suspense — your secret toolkit for building blazing-fast, responsive UIs without drowning in spaghetti async code. In this post, I’m going to uncover WHY your React app becomes sluggish and show you how to trick time using Suspense and Concurrent Mode. That sounds weird, but it’s true! React tries to render EVERYTHI…  ( 10 min )

Hospitality websites win on clarity. Prospective guests arrive with time, place, and price in mind—your interface should make those three things instantly legible. That means one decisive hero (location, season, or signature room), one primary action (check availability), and a resilient booking path that survives mid-range phones and shaky Wi-Fi. In my deployments, teams that commit to a minimal, testable stack ship faster and convert better than those who chase ornamental widgets. This guide uses Tejal - Hotel WordPress Theme as the baseline. You’ll get an opinionated checklist, a straight-through tutorial, a compact case snapshot, paste-ready code, a comparison against “feature-first” stacks, a quick FAQ, and a final launch list. I’ll also reference gplpal in plain text only, per your r…  ( 9 min )

When I started working on launching web app, I wanted to try something new: deploy two microservices with a connected strategy. One repo for backend (API + IaC). One repo for frontend (Next.js app). A CodePipeline for backend that provisions Amplify and references the frontend repo. On commit, Amplify picks up changes and hosts the site. This was my first real microservice deployment, connecting two services in one flow. I was excited, but also a bit lost. At first, I thought: “Frontend is just Next.js, why not use next export and push static files? Amplify loves static hosting!” So I configured it that way. The build succeeded, the deployment was lightning fast. But when I opened the site… disaster: Dynamic routes didn’t work API routes were missing Auth and SSR pages broke That was my fi…  ( 7 min )

"RAG systems just reached new heights! Researchers have successfully integrated multimodal capabilities, enabling RAGs (Reinforcement Augmented Generators) to understand and respond to complex scenarios involving images, audio, and text in real-time. This innovation paves the way for the widespread adoption of RAGs in various industries, including healthcare, finance, and education. Imagine a medical diagnostic system that can analyze X-rays, medical histories, and patient symptoms to provide accurate diagnoses and treatment recommendations in seconds. Or, picture a customer support chatbot that can understand and respond to audio queries, as well as display relevant product images to help resolve customer issues. The integration of multimodal capabilities in RAGs is made possible by advancements in computer vision, natural language processing, and deep learning algorithms. By combining these technologies, RAGs can now process and analyze multiple data sources simultaneously, allo... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Thee Marloes lit up the KEXP studio on August 1, 2025, with a tight five-song set that ran the gamut from dreamy grooves to infectious hooks. They kicked off with the hypnotic “Logika,” surged into “Over,” pumped up “Not Today,” drifted through “Mungkin Saja” and closed strong on “I’d Be Lost,” anchored by Natassya Sianturi’s soaring vocals/keys, Sinatrya Dharaka’s guitar riffs, Tommy Satrio’s drums, Rhesa Filbert’s bass and Sandy Kusuma’s percussion. Hosted by Larry Mizell Jr. and captured by a crack crew led by audio engineer Kevin Suggs, mastering guru Matt Ogaz, a squad of camera pros and editor Luke Knecht, this live session is streaming now on KEXP and the band’s Bandcamp. Watch on YouTube  ( 6 min )

Introduction AI coding agents are transforming how developers approach programming tasks. Instead of starting with a blank file and a long list of requirements, you can collaborate with an intelligent assistant that can generate, review, and refine code in real time. But here’s the problem: many developers still walk away with results that don’t quite match their intent. The AI may produce logically correct, perfectly formatted code, yet not what you actually need. The solution isn’t writing longer prompts. It’s adopting structured workflows that ensure the AI truly grasps what you want before it writes a single line of code. Two complementary workflows: Elicitation Mode and Interrogation Mode; close this gap. When combined, they form a fast, safe, and reliable way to work with coding ag…  ( 10 min )

🚗💻 A key finding from recent synthetic data research is that well-crafted, domain-specific synthetic data can be used to accelerate the development of more robust and resilient AI models. This impact is evident in the automotive sector where synthetic data has revolutionized the development of autonomous vehicles. By generating synthetic data that closely mimics real-world scenarios, developers can create AI models that are better equipped to handle complex situations on the road, such as varying weather conditions, different road types, and diverse driving styles. For instance, synthetic data can be used to simulate a wide range of driving scenarios, including nighttime driving with rain, heavy traffic, and construction zones. This not only enables the development of more accurate and reliable AI models but also reduces the need for costly and time-consuming real-world testing. Moreover, synthetic data can be generated at scale and with a level of customization that is not possib... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

🎓 "Avatarization": Revolutionizing Digital Identities in Virtual Reality Imagine stepping into a virtual world where you can be anyone, anywhere, and anytime. Welcome to the era of "avatarization" – a groundbreaking concept that combines Artificial Intelligence (AI) with Virtual Reality (VR) to create realistic, interactive digital personas. These AI-generated avatars are designed to blur the line between our physical and digital identities, transforming the way we interact with technology and each other. What is Avatarization? Avatarization is a process that uses machine learning algorithms to generate highly personalized digital avatars based on individual characteristics such as voice, appearance, behavior, and preferences. These avatars can be tailored to fit various scenarios, from virtual meetings and social interactions to entertainment and education. With avatarization, users can create avatars that reflect their personalities, interests, and values, allowing for a mo... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

OpenAI recently added first-class support for MCP (Model Context Protocol) servers in ChatGPT’s Developer Mode, and that’s a pretty big deal for developers, even if you use ChatGPT for your day-to-day tasks. Instead of treating ChatGPT as a read-only assistant that only suggests what to click, Developer Mode lets the model interact with external tools and services through standardised MCP servers. In practice, that means ChatGPT can fetch live data, call APIs, and crucially, propose actions that you can confirm before they run. See the community launch thread for MCP tools in Developer Mode; and official docs here. MCP servers expose discrete capabilities (like reading data, running an action, or let’s say return some structured results) in a predictable format the model can use. You can p…  ( 17 min )

Why Docker? Docker is a system of lightweight virtual environments (containers / VMs) that work together with the operating Enables resource isolation, which improves security. Makes it easy to deploy an application without worrying much about the host OS characteristics (as long as it's a Linux host). These virtual environments are highly portable because they have low coupling to the host system, which reduces server resource fragmentation. These attractive aspects are why many companies choose to use Docker exclusively to deploy their applications in production, Jopi Rewrite is a server framework for Node.js and Bun.js that includes many useful, pre-configured features while focusing on Some features of Jopi Rewrite: Advanced server-side React.js support with automatic hydration in th…  ( 8 min )

Artificial Intelligence feels like the magic ingredient everyone wants in their products. From chatbots to recommendation systems, founders often imagine going from an idea to an AI-powered product overnight. That’s why the concept of an AI MVP (Minimum Viable Product) is so attractive: start small, test fast and get something into the hands of users. But the truth is harder than the pitch decks. Most AI MVPs don’t succeed… Not because people lack ambition, but because building something valuable with AI requires more than enthusiasm and a model. It requires clarity, realistic expectations and above all the willingness to learn from what doesn’t go as planned. There are a few recurring reasons why early AI products fail to take off: Lack of clarity: Teams often jump into building without a…  ( 8 min )

Breaking the 'Greedy' Trap: Why a 'Burn-in' Phase Matters in Reinforcement Learning Reinforcement learning (RL) is a powerful paradigm for training agents to make decisions in complex environments. However, one common pitfall that can hinder optimal performance is the 'greedy' exploration problem. When an agent is too focused on exploiting the current best action, it may overlook valuable information in the environment, leading to suboptimal results. The Problem with Greedy Exploration Greedy exploration occurs when an agent prioritizes immediate rewards over long-term benefits, resulting in a myopic decision-making process. This can lead to: Overestimation of the current policy's value Ignoring potential risks or challenges Failing to learn from suboptimal experiences Introducing a 'Burn-in' Phase To mitigate the greedy exploration problem, a 'burn-in' phase can be implemented, where the agent learns a robust initial policy before switching to exploration-ex... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Unlocking the Power of Prompt Engineering with Hugging Face Transformers Prompt engineering is a key aspect of natural language processing (NLP) that involves crafting specific input prompts to elicit desired responses from language models. With the Hugging Face Transformers library, we can easily leverage this technique to generate creative and informative outputs. Example: Generating a Short Story with T5-Base Model Let's take a look at a simple example of prompt engineering using Python and the Hugging Face Transformers library: from transformers import pipeline # Initialize the T5-Base model for text-to-text generation prompt_engineer = pipeline("text2text-generation", model="t5-base") # Define the prompt for generating a short story prompt = "Write a short story about a chaotic adventure in a mystical forest." # Use the model to generate a response to the prompt response = prompt_engineer(prompt) # Print the generated response print(response) In thi... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Chefs, Sous-chefs, and Lazy Pipelines By now you’ve met: The buffet (iterable: the source of food 🍱) The waiter (iterator: walks forward 🚶‍♂️) The autopilot waiter (generator: powered by yield 🤖) But real restaurants need teams sous-chefs, assistants, conveyor belts, and clever tricks to keep food moving. Today we explore advanced iteration: itertools, yield from, generator delegation, cloning with tee, and lazy pipelines. real-world mini-projects so you see the practical magic. Think of itertools as Python’s drawer of restaurant gadgets simple tools that make iteration effortless. import itertools for bread in itertools.count(1): # waiter counts forever if bread > 5: break print(bread) 🍞 Output: 1 2 3 4 5 Behind the curtain: count is just a tiny iterator with a cou…  ( 9 min )

Now that your voice is warmed up, let’s explore strategies used by top speakers, especially in TED Talks: Stories build connection. Begin your talk with a personal anecdote or metaphor that relates to your topic. Example: “When I broke my first production code, I learned more about communication than JavaScript…” Pauses create impact. They help your audience absorb key points and make your speech feel more confident. Tip: After a powerful statement, pause. Let silence do the work. Avoid jargon when explaining to beginners or non-tech audiences. Use analogies and simple examples. Example: “Think of your code like a cake recipe. If one ingredient is missing, the result won’t be what you expected.” Great talks revolve around one core message. Everything you say should reinforce that idea. Ask yourself: “If the audience remembers one thing, what should it be?” Gestures, posture, and facial expressions matter. Practice in front of a mirror or record yourself to observe your non-verbal cues. TED speakers use the stage as part of their message. You can use your space too! These exercises and techniques are simple but powerful. If you're starting out in tech, remember: communicating well is just as important as coding well. Train your voice like you train your code. And if you want to go further, start recording short videos explaining tech concepts — it’s a fast track to becoming a confident communicator. Did you know any of these techniques already? Got a favorite one? Share in the comments below! 👇  ( 7 min )

"Revolutionizing Healthcare: The Shift from Predictive Analytics to Proactive Personalized Medicine The integration of Artificial Intelligence (AI) in healthcare is poised to revolutionize the way we approach disease prevention and treatment. Gone are the days of relying solely on predictive analytics to identify potential health risks after symptoms appear. The future of healthcare lies in proactive personalized medicine, where AI leverages real-time data from genomics, environment, and social factors to prevent disease onset. Imagine a world where AI-powered systems analyze an individual's unique genetic profile, environmental exposures, and lifestyle habits to anticipate potential health risks. This cutting-edge approach enables healthcare professionals to intervene early, preventing the onset of diseases such as diabetes, heart disease, and certain types of cancer. The power of real-time genomics data will allow AI systems to tailor treatment plans to an individual's specific... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Amazon EC2 (Elastic Compute Cloud) is one of the most popular services in AWS, allowing you to launch and manage virtual machines in the cloud. In this guide, we’ll walk through creating a Demo EC2 instance using the Amazon Linux AMI and a t2.micro free-tier instance type. We’ll also add a simple user data script to run on startup. An AWS account Basic familiarity with AWS Management Console Head over to AWS Console. From the Services menu, search for EC2 and click on it. Click Launch instance. Give your instance a name: Demo EC2. In the Application and OS Images section, choose: Amazon Linux (Free Tier eligible). From the Instance type dropdown, select: t2.micro (Free Tier eligible). Scroll down to Advanced details. In the User data section, paste the following script: #!/bin/bash echo "Hurray!!! We got this working" > /home/ec2-user/startup.txt This script will create a file named startup.txt with the message inside. Either select an existing key pair or create a new one. This will allow you to SSH into your instance later. Choose default VPC and subnet (unless you want custom networking). Allow SSH traffic from your IP. Allow HTTP traffic from the internet. Review all settings. Click Launch instance. Your Demo EC2 instance will now spin up in the cloud! Once the instance is running, select connect for EC2 Instance Connect. Ensure the Connection type is set to Connect using a Public IP, Puplic IPv4 address is selected and the Username is ec2-user; then select Connect. We have now successfully connected to the Amazon Linux 2023 machine: Run: cat /home/ec2-user/startup.txt You should see: Hurray!!! We got this working In just a few steps, you’ve launched your first Amazon EC2 instance using Amazon Linux on a t2.micro free-tier machine. With the user data script, we confirmed automation works right at startup. Next steps: Try customizing the user data script to install software packages, run web servers, or deploy applications automatically.  ( 7 min )

In software development, one of the biggest challenges is keeping codebases clean, maintainable, and scalable as projects grow. Developers often start small, but as features pile up, complexity increases, and without a clear structure, the project becomes difficult to manage. This is where the SOLID principles come in, offering a proven framework for building high-quality, sustainable code. This article provides a clear explanation of SOLID principles, their importance, and how you can apply them in real-world projects. Instead of diving into overly complex examples, we will focus on understanding the essence of these principles and their practical impact. What Are the SOLID Principles? Here’s what SOLID stands for: S — Single Responsibility Principle (SRP) O — Open/Closed Principle (OCP)…  ( 8 min )

Over the past few weeks, I’ve been working on the Cloud Resume Challenge - a hands-on project that combines cloud infrastructure, CI/CD, APIs, and a bit of frontend work. My goal was to build a fully cloud-native resume site hosted on Google Cloud Platform (GCP), with all infrastructure managed as code and automated deployments. You can check it out here: www.temitayoapata.online Static Resume Hosting: I hosted my resume’s HTML and CSS in a public Google Cloud Storage (GCS) bucket. Instead of setting up a Google Cloud Load Balancer (which would have added complexity and ongoing costs). I connected the bucket to Cloudflare. Cloudflare handled DNS, CDN, and SSL for free. This approach gave me global caching, fast delivery, and HTTPS security without extra infrastructure. By relying on Cloudf…  ( 8 min )

Modern web apps are expected to be lightning fast and highly interactive. Traditionally, that meant reaching for front-end frameworks like React or Vue. But if you’re a RoR developer, there’s a cleaner option, Turbo in Rails. Part of the Hotwire stack, turbo brings you single-page-app-like speed while staying true to Rails’ server-rendered roots. With just a few tweaks, you can transform your app’s user experience. (no mountain of JavaScript required) In this article, we’ll walk through the essentials: Turbo Drive, Turbo Frames, and Turbo Streams, and when to use each. Turbo Drive replaces the usual full-page reloads with partial updates. Instead of the browser tearing down and rebuilding the page, Turbo Drive intercepts links and form submissions, fetches the response via fetch, and u…  ( 8 min )

Global manufacturers lose 50% more because of production inefficiencies, delays, and unnecessary downtime. In an age where speed is as crucial as performance, disintegrated workflows and legacy systems are no longer viable. Operations leaders today require real-time output, traceability, and control of every phase of the production process. The window for error is smaller, and the demand for quickness, compliance, and lean execution has never been greater. This is where the Odoo Manufacturing Module comes into play. Way more than a standard MRP or ERP, it consolidates fundamental manufacturing processes such as production planning, quality control, maintenance, and product lifecycle management, into one unified system that’s designed for today’s high-performance teams. In this blog, we’ll …  ( 10 min )

Introduction In the part 1 of our series, we learned the concepts behind the Amazon AuroraDSQL and explored how to create a single-region PostgreSQL-compatible DSQL cluster and connect to it using the sample application for creating and retrieving order and order items which uses API Gateway and Lambda with the managed Java 21 runtime. The only one compile-time dependency to DSQL on our sample application was the dependency to the software.amazon.awssdk.services.dsql.DsqlUtilities class in the DsqlDataSourceConfig.java. The reason we required this dependency was to build the instance of DsqlUtilities to then generate database connect admin authentication token (DsqlUtilities.generateDbConnectAdminAuthToken()), see the implementation of the getAuthTokenForAdminUser() in the DsqlDataSource…  ( 8 min )

Introduction What is SOLID The acronym SOLID represents five key principles of OOP design: S — Single Responsibility Principle (SRP) O — Open/Closed Principle (OCP) L — Liskov Substitution Principle (LSP) I — Interface Segregation Principle (ISP) D — Dependency Inversion Principle (DIP) 1. Single Responsibility Principle (SRP) 2. Open/Closed Principle (OCP) 3. Liskov Substitution Principle (LSP) 4. Interface Segregation Principle (ISP) 5. Dependency Inversion Principle (DIP) Maintainability: Code becomes easier to update when new requirements appear. Flexibility: Developers can extend the system without breaking existing functionality. Reusability: Components are more modular and reusable across projects. Testability: Smaller, single-purpose classes and abstractions are simpler to unit test. Collaboration: Teams working on different modules face fewer integration issues. While SOLID principles offer many advantages, they are not always necessary. When to apply: In medium to large projects, especially those that need long-term maintenance and scalability. For enterprise systems or collaborative projects with multiple developers, SOLID can prevent future headaches. SOLID does not exist in isolation. It often works hand in hand with other software design principles such as: KISS (Keep It Simple, Stupid): Encourages simplicity in design. DRY (Don’t Repeat Yourself): Avoids code duplication by centralizing logic. YAGNI (You Aren’t Gonna Need It): Prevents adding unnecessary features. GRASP (General Responsibility Assignment Software Patterns): Provides guidelines for responsibility distribution in object-oriented design. Together, these principles help build a software ecosystem that is robust, scalable, and easy to adapt to future changes. Conclusion Reference for Further Reading What is SOLID? Principles, how it works, and practical applications If you’d love to explore more programming insights and resources, feel free to visit my knowledge hub at https://kienthucmo.com/.  ( 9 min )

An empirical analysis of wallet activity patterns across the XRP Ledger ecosystem* XRP Supply Structure (September 2025): Total Supply: 100,000,000,000 XRP (fixed) Circulating Supply: 64,685,868,147 XRP (analysed in this study) Escrow/Reserves: ~35,314,131,853 XRP (not in circulation) This analysis focuses exclusively on the circulating supply held in user wallets. This analysis examines 7,016,668 XRPL wallets containing 64,685,868,147 XRP (circulating supply) as of September 2025. The data indicates that wallets holding 84.2% of circulating XRP have been active within the past year, providing empirical context for understanding cryptocurrency circulation patterns. Analysis shows 3.8% of circulating supply (2.4 billion tokens) remains in wallets that have never sent a transaction. We anal…  ( 10 min )

I recently built a full frontend UI for a rent/property management app using just HTML, CSS, and vanilla JS. It’s not a full app — more like a dev-ready starting point. The dashboard is interactive, the rest is clean, responsive, and easy to expand. Thought it might be useful for devs who don’t want to start the frontend from scratch or just need a fast mockup for a client project. No libraries, just straight code you can tweak. Sharing in case it saves someone time: Heres the link Incase you want to make use of it. https://appcreator08.gumroad.com/l/rentcheckpropertyUIkit](https://appcreator08.gumroad.com/l/rentcheckpropertyUIkit) Open to feedback too if anything could be improved.  ( 6 min )

Thee Marloes crashed KEXP’s studio on August 1, 2025 to tear into their moody single “I’d Be Lost,” fronted by powerhouse vocalist/keys Natassya Sianturi. Sinatrya Dharaka shreds on guitar, Tommy Satrio locks down the drums, and Rhesa Filbert and Sandy Kusuma round out the groove with bass, percussion and killer backing vox. With Larry Mizell, Jr. at the helm, Kevin Suggs on audio and Matt Ogaz on mastering, every note pops. Five cameras—manned by Jim, Carlos, Scott, Jonathan and editor Luke—capture the magic. Dive in on their Bandcamp or head over to KEXP.org for the full live session. Watch on YouTube  ( 6 min )

Ghost of Yōtei drops you into the sandals of Atsu, a fresh-faced protagonist on a pulse-pounding revenge mission through a Feudal Japan that’s as gorgeous as it is brutal. From misty mountain shrines to blood-soaked battlefields, every step is steeped in tension and dark secrets waiting to be unveiled. Blending stealth, samurai swordplay, and cinematic drama, the game offers a sleek spin on classic revenge epics. As Atsu duels ruthless foes and navigates honor-bound codes, you’re reminded that in this world, the line between beauty and violence is razor-thin. Watch on YouTube  ( 6 min )

World War Z: Heavy Ordnance Update Saber Interactive’s latest drop arms you to the teeth with 24 new heavy weapon perks, 12 standard weapon perks, three custom frames, six wild mutators and a slew of fresh premium cosmetics—everything you need to carve through hordes of the undead in style. The Heavy Ordnance Update is live now on PS4, PS5, Xbox One, Xbox Series X|S and PC (Steam & Epic Games Store). Don’t miss the trailer and gear up for maximum zombie-splattering mayhem! Watch on YouTube  ( 6 min )

Age of Mythology: Retold – Heavenly Spear Expansion Get ready to dive headfirst into Japanese legend with the brand-new Heavenly Spear expansion, revealed in the TGS 2025 launch trailer. This campaign brings the rich tapestry of historic folklore to life—you’ll command mighty Shinto gods, razor-sharp samurai heroes, and mischievous yokai as you carve your path through myth and history. Whether you’re a longtime fan or a newcomer, this all-new chapter adds fresh units, divine powers, and dramatic battles inspired by Japan’s greatest tales. Prepare to rewrite legend on a whole new battlefield! Watch on YouTube  ( 6 min )

TL;DR In this guide, you will learn how to build a frontend for your Agent Development Kit (ADK) Agents using AG-UI Protocol and CopilotKit. ADK will power the AI agents backend, while CopilotKit powers the frontend, and then AG-UI creates a bridge that enables the frontend to communicate with the backend. This is essentially a quickstart guide to help you get started fast, and to see how the agent user pieces fully fit together. Before we jump in, we want to give a special shoutout to Mark Fogle and Syed Fakher for initially building the ADK/AG-UI integration. With that said, here is what we will cover: What is the Agent Development Kit (ADK)? Setting up an ADK + AG-UI + CopilotKit agent using CLI Integrating your ADK agent with AG-UI protocol in the backend Building a fronte…  ( 15 min )

Migrating a website from Wix is a common challenge — especially if you love the design but want more control, better performance, or a different hosting setup. The short answer: you cannot reliably extract a full, clean, production-ready “Wix code” copy of your site. Here’s why, what you can get, and safe alternatives. Wix is a hosted website builder. Sites are built on Wix’s proprietary platform: templates, visual editor, database-driven content, and platform-specific scripts. When you view the page source in a browser, you see generated HTML, CSS, and JavaScript — but that output is tailored to run within Wix’s environment. Important parts of site logic, back-end services, database structures, and platform APIs remain on Wix servers and aren’t exportable as plain files you can drop into …  ( 7 min )

Introduction Understanding Tokenization in Trade Finance Benefits of tokenization in trade finance: Liquidity Trust The State of Trade Finance Today The trade financing system, which supports the smooth movement of goods and capital across global markets, has remained largely unchanged for decades, and depends on manual workflows and paper -based documentation. Core instruments such as credit letters, which guarantee payouts between buyers and sellers, invoices issued for goods and services, and charges for charging, which act as proof of shipping ownership, require all physical handling and multiple verification layers. Each document typically passes through a network of banks, customs authorities, freight forwarders and other intermediaries, and creates delays that can range from days t…  ( 11 min )

Introduction Have you ever wondered how JavaScript knows what to do after completing a task like waiting for a timer, handling user clicks, or fetching data from a server? That’s where callback functions come in. They are foundational to writing effective, non-blocking, and clean JavaScript code. In this post, we’ll dive into the essentials of callbacks, covering what they are, the different ways to write them, and the crucial distinction between synchronous and asynchronous callbacks. In JavaScript, functions are first-class citizens, meaning they can be passed around like variables. A callback is simply a function passed as an argument to another function, which then gets executed later, either immediately or after a specific event or operation. Here’s a simple example: function greet…  ( 8 min )

After 10+ years in full-stack development, I’ve built SaaS apps, scaled APIs, led teams, and debugged more than I care to admit. But in the beginning? I made a lot of mistakes. Sharing these to help you skip the same potholes. 🚫 1. Trying to Master Everything at Once As a junior dev, I thought being a "full-stack developer" meant I had to be great at every layer — frontend frameworks, backend APIs, DevOps, design, and databases. 🧠 Lesson: Focus on foundational depth, not just breadth. Learn one stack well (e.g., React + Node.js + PostgreSQL), then expand gradually. 🚫 2. Neglecting Fundamentals I could ship features fast, but I didn’t truly understand how HTTP worked, how browsers rendered pages, or how databases optimized queries. 🧠 Lesson: Deep knowledge of fundamentals (networking, H…  ( 7 min )

The field of data science is evolving rapidly, and remote work has become a significant part of this transformation. Remote data scientists enjoy flexibility and access to global opportunities, but career growth in this environment requires strategic planning and continuous skill development. remote data scientist jobs, it’s important to actively seek projects that challenge your abilities. Taking on diverse assignments allows you to build a robust portfolio, gain exposure to different industries, and demonstrate your versatility to potential employers. Focus on Continuous Learning Data science is a fast-paced field. Staying updated with the latest tools, programming languages, and machine learning techniques is essential. Enrolling in online courses, attending webinars, and participating …  ( 6 min )

TL;DR A single C: drive mixes disposable Windows system files with your irreplaceable data, making backups and recovery a nightmare. This post presents a strategy for partitioning your drive based on "recovery cost" - separating the System, Programs, and Data. By using portable apps and relocating user data, you can decouple your valuable environment from the volatile OS. The result: A resilient Windows workstation that is significantly easier to back up, migrate, and restore after a failure. For years, one of the least exciting parts of getting a new computer was the knowledge that my clean Windows installation was temporary. Inevitably, my single C: drive would become a tangled mix of critical OS files, installed programs, and irreplaceable personal data. This monolithic structure not…  ( 13 min )

Most beginners think a string in Java is just "a bunch of characters." But under the hood, strings are far more complex. They interact with memory, immutability, performance, and even security. In this post, we’ll dive deeper into how strings are stored and managed in Java, and why understanding this can make you a better developer. 🌱 Part 1: Strings Are Objects, Not Just Text When you write: String name = "Ben"; It may look simple, but what actually happens is that Java creates a String object in memory. Unlike primitive types (int, char, boolean), strings are reference types. 👉 This means name doesn’t store characters directly — it stores a reference (a “pointer”) to where the actual text is kept in memory. 🔒 Part 2: Why Strings Are Immutable Ever wondered why you can’t change a str…  ( 8 min )

I recently started using Cursor AI, a VS Code-based editor with built-in AI for coding tasks like autocomplete, and refactoring. It can even answer questions about the codebase, which is fantastic, especially if you are working on long term projects where it’s natural that some team members may move out and others have to take over their work. All these have made Cursor AI quickly become a favorite among developers. Like this user on X: Imo the @cursor_ai + claude sonnet ai coding hype is blown out of proportion. As an early adopter and heavy user of cursor (at least 1,000 hours so far), here are 3 major issues I've noticed over the past couple of months: 1. The first generated output(s) often contains subtle… pic.twitter.com/lzyyQkKm5K — Mayo Oshin (@mayowaoshin) September 10, 2024 If…  ( 10 min )

Introduction As Large Language Models (LLMs) become foundational to enterprise AI solutions, ensuring their reliability, safety, and quality in production is critical. LLM observability—the practice of monitoring, tracing, and evaluating model behavior in live environments—empowers engineering and product teams to proactively identify issues, optimize workflows, and deliver consistent, high-quality user experiences. This blog presents a comprehensive overview of the top nine LLM observability tools for production-ready applications, highlighting their core features, strengths, and unique value propositions. Each platform is evaluated based on its support for distributed tracing, agent debugging, evaluation workflows, integration capabilities, and enterprise security requirements. LLM obs…  ( 9 min )

🌱 Context While working on my Spider Solitaire game in React (play it here 🕷️🎮), I had an idea for the “arcade menu”: representing a dynamic spider web 🕸️ where a spider moves around and eats insects 🐛. Each insect would represent a game level. The goal was to create a living, interactive menu instead of a simple static level list. While looking for a way to simulate this, I stumbled upon this project: subprotocol.com/system/spider.html. It was exactly what I had in mind 🤯! But after checking the GitHub repo, I quickly noticed some issues: The last update was in 2013 (almost 12 years ago!) The code is interesting but not compatible with modern JavaScript syntax No integration with React or TypeScript 🛠️ The Decision Instead of reinventing the wheel, I decided to fork the Verlet.js project and: Update the codebase to modern JavaScript Add TypeScript support Create a React wrapper so React developers can easily integrate Verlet.js into their projects 📦 The Project Today 👉 GitHub repo: https://github.com/Franklin-hyriol/verletjs 👉 Available on npm: npm install verlet-react verlet-engine 🚀 You can try it out right now! ⚠️ For now, this is version 1.0: No new features have been added yet It’s simply the original library updated with TypeScript and React support 📚 Documentation is still in progress, so not fully available yet — but it’s coming soon! Planned improvements include: Adding more objects Collision handling Gravity Wind and other physics interactions And much more… 🤝 Contributions All contributions are welcome 🙌 Whether it’s adding new features, improving the code, or helping with docs, feel free to open an issue or a PR.  ( 6 min )

If you have created a React project from scratch, you would know the hidden frustration of building generic features repeatedly-these include navigation bars, forms, charts, or even state management. This repetitiveness not only slows down development but also makes scaling a challenge. Here come third-party libraries into the picture, in other words, React developers do not like reinventing the wheel, but rather depend on a vast ecosystem of tools that offer pre-built components, impeccable UI elements, and seamless integrations. We at CodedThemes have experienced firsthand the benefits of how these libraries decrease time-to-market, improve code quality, and enable teams to focus on building the more exciting features of the product. In React development, third-party libraries are pre-wr…  ( 12 min )

We often complain and get frustrated about ‘nonsensical’ bid/no-bid decisions. The ones that mean we spend significant time and effort bidding for opportunities we’re unlikely to win and less on those we should. I’ve complained myself in the past. Often. Loudly. Occasionally successfully. But recently, I’ve started to look at things differently. The bid/no-bid is important, but it’s just one of hundreds of decisions made during a bid. From strategy and storyboarding decisions to writing (or editing the AI’s draft of) a single sentence, every part of a bid exists because someone decided it should be done – and done that way. You could argue a submitted bid is simply the outcome of all the decisions made throughout its creation. If you look at your bids from that perspective, could improving…  ( 7 min )

Welcome to the September 2025 devlog for Parin. This month, 8 predefined color palettes were added. Two are inspired by the Game Boy and NES, while others bring in Linux nerd stuff like Gruvbox. HexPalette!4 gb4 = [ .. ]; HexPalette!8 nes8 = [ .. ]; HexPalette!16 gruvboxDark = [ .. ]; HexPalette!16 gruvboxLight = [ .. ]; HexPalette!16 oneDark = [ .. ]; HexPalette!16 oneLight = [ .. ]; HexPalette!16 solarizedDark = [ .. ]; HexPalette!16 solarizedLight = [ .. ]; On top of that, there is now a helper function to parse palettes from a CSV file called csvRowToPalette. Monkeyyy is happy. A version called ParinSkipDrawChecks was added for situations where speed matters more than safety. Invalid draw values will crash your game, so use it only if you know what you are doing. This version also dis…  ( 9 min )

Is your automation stuck in the past? The landscape of automation is changing rapidly. To stay ahead, it’s important to understand the difference between traditional automation and the new era of Agentic AI. Let’s break it down: Traditional automation is built on fixed, rule-based processes. Works well for repetitive, predictable tasks Follows a simple linear flow: ✅ Example: A Zapier workflow that sends an email when a form is submitted. But here’s the catch—these systems cannot adapt when conditions change. They only know what they were programmed to do. Agentic AI is autonomous—it doesn’t just follow rules, it thinks, adapts, and acts. Think of an AI agent as a digital human: Brain = Large Language Model (LLM) Memory = Database / Vector Store Hands/Tools = Integra…  ( 7 min )

I just released version 1.0.0 of my gem active_record_compose. 🎉 hamajyotan/active_record_compose (GitHub) As mentioned in my previous post, this gem has been continuously improved. If you’re curious, here’s my previous post: Smart way to update multiple models simultaneously in Rails ActiveRecord Compose is a Ruby gem that implements the form object pattern, allowing you to combine multiple ActiveRecord models into a single, unified business interface. class Foo {"name" => "qux", "age" => nil} baz.save #=> false # validation from Bar propagates to Baz baz.errors.to_a #=> ["Age can't be blank"] baz.age = 36 baz.save #=> true [Foo.count, Bar.count] #=> [1, 1] https://github.com/hamajyotan/active_record_compose-example This is a simple micro-blogging application. The app/models/ directory serves as an example of how to use this gem. Would love feedback or real-world use cases if you try it out!  ( 6 min )

Database vs Data Warehouse 🗄️ Today I explored the key differences between Databases and Data Warehouses — two pillars of data management. 🔹 Database 🔹 Data Warehouse 📌 Key Difference in One Line: Database → Running the business. ⚡ Fun Fact: The term Data Warehouse was first coined in the 1980s and became the backbone of business intelligence systems. DataAnalytics #Database #DataWarehouse #100DaysOfCode #Python  ( 6 min )

When building modern web applications, your project usually contains many files: JavaScript modules (app.js, utils.js, etc.) Stylesheets (styles.css) Assets (images, fonts, etc.) External libraries (React, Lodash, etc.) The browser doesn’t always understand how to handle these files directly, especially with modern ES6 imports and dependencies. That’s where a bundler comes in. A JavaScript bundler is a tool that takes all your code and dependencies and combines them into one (or a few) optimized files that the browser can easily load. You define an entry point (for example index.js). The bundler looks at all the import statements and builds a dependency graph. It collects everything your app needs: JavaScript, CSS, images, etc. Finally, it outputs a bundle file (e.g. bundle.js) that the browser can run. Performance: Fewer requests → faster loading. Compatibility: Converts modern JS (ES6+) into code older browsers can run. Optimization: Minifies code, removes unused code (tree-shaking). Developer Experience: Supports hot reloading, dev servers, and more. ⚡ Example: Vite Vite is one of the most popular modern bundlers. During development, Vite uses native ES modules in the browser for speed. For production, it bundles your code with Rollup (another bundler). Example project with Vite # Create a new Vite project npm create vite@latest my-app cd my-app npm install npm run dev npm run dev starts a lightning-fast dev server. npm run build bundles your project into optimized static files ready for deployment. A JavaScript bundler is like a packaging machine — it gathers all the scattered pieces of your application and delivers them as a clean, optimized package to the browser.  ( 6 min )

Thee Marloes takes over the KEXP studio with a spirited rendition of “Mungkin Saja,” recorded live on August 1, 2025. Frontwoman Natassya Sianturi (vocals/keys) is joined by Sinatrya Dharaka (guitar), Tommy Satrio (drums), Rhesa Filbert (bass), and Sandy Kusuma (percussion), delivering their infectious Indonesian indie groove straight to your speakers. Behind the scenes, host Larry Mizell Jr. steers the session while Kevin Suggs engineers and Matt Ogaz masters the audio. A talented camera crew led by Jim Beckmann (with Carlos Cruz, Scott Holpainen, Jonathan Jacobson, and Luke Knecht) captures every moment, and Knecht finalizes the edit. Catch the full performance on YouTube or explore more at their Bandcamp. Watch on YouTube  ( 6 min )

Thee Marloes tear into “Not Today” live at KEXP’s Seattle studio (Aug 1, 2025) with Natassya Sianturi on vocals and keys, Sinatrya Dharaka on guitar, Tommy Satrio on drums, Rhesa Filbert on bass and Sandy Kusuma on percussion. Host Larry Mizell Jr. keeps the vibe chill while the band brings the heat. Audio engineer Kevin Suggs captured every riff, Matt Ogaz handled mastering, and a five-camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) plus editor Luke Knecht pieced it all together. Dive deeper on Thee Marloes’ Bandcamp or KEXP.org—plus join the channel for extra perks! Watch on YouTube  ( 6 min )

Thee Marloes took over the KEXP studio on August 1, 2025, laying down a live rendition of “Logika” fueled by Natassya Sianturi’s vocals and keys, Sinatrya Dharaka’s guitar riffs, Tommy Satrio’s drums, Rhesa Filbert’s bass grooves, and Sandy Kusuma’s percussion flair. Host Larry Mizell Jr. steered the session, while Kevin Suggs captured the raw sound and Matt Ogaz fine-tuned the final mix. A crew of five camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) plus editor Luke Knecht made sure every angle was covered. Want more? Check out Thee Marloes on Bandcamp or swing by kexp.org. Watch on YouTube  ( 6 min )

In today’s data-driven marketing landscape, setting up dashboards for marketing attribution and ROI is not just helpful—it’s essential. Dashboards help marketers track campaign performance, channel efficiency, and overall return on investment in real time. With the right setup, you can turn data into actionable insights and justify every marketing dollar spent. Key Steps to Set Up Effective Dashboards: Define clear goals: Know what success looks like—brand awareness, lead generation, conversions, or revenue growth. Select the right KPIs: Focus on metrics like CAC, CLV, ROAS, and multi-touch attribution paths. Choose the right tools: Platforms like Google Data Studio, Tableau, HubSpot, or Looker help create visual, interactive dashboards. Integrate data sources: Ensure CRM, ad platforms, web analytics, and sales data are all connected. Design for clarity: Use visual cues (colors, graphs, filters) to highlight trends and anomalies quickly. Automate reporting: Schedule regular updates to keep your data current without manual effort. Why It Matters: Final Thought: Investing time in setting up dashboards for marketing attribution and ROI helps move from guesswork to precision—boosting performance and decision-making across the board. MarketingAttribution #ROI #MarketingDashboards #DigitalMarketing #DataDrivenMarketing  ( 6 min )

I was building my SaaS side project when I realized I needed to add passkeys. Everyone talks about better security and user experience, but I had no idea where to start. Would I need to rebuild my entire auth system? How complicated is this stuff? Turns out, it’s way simpler than I thought. You don’t need to break your existing login flow to add passkeys. Let me walk you through how I added them in a single weekend, kept everything working smoothly, and got ready for when users start signing up. Passkeys are a secure, passwordless login method using biometrics (like your fingerprint or face scan) or device-based authentication. They’re basically the user-friendly names for the FIDO2 and WebAuthn standards. Here’s the gist: when you create a passkey, your device makes a unique cryptographi…  ( 8 min )

India has become one of the top places in the world for web development. Many companies in the country are doing great work in building websites, apps, and digital platforms for businesses of all sizes. In 2025, there are several trusted companies that are known for their good work, skilled teams, and customer-friendly approach. Choosing the right company can help any business create a strong online presence and grow faster. This list of the best 10 web development companies in India highlights some of the names that stand out for their quality, experience, and results. Aalpha Information Systems is a top-rated web development company in India that works with companies around the world. The firm has completed over 5,000 projects across different industries. It serves sectors such as health…  ( 9 min )

Introduction In the Web3 era, users regain control over assets, identity, and data. But with decentralisation comes new challenges in security, privacy, and trust. Projects must not only “just work” but also inspire confidence. That means demonstrating real experience, deep expertise, authoritative backing, and trustworthy practices (E‑E-A-T). In this blog, we explore how to build Web3 systems that deliver on security, protect privacy, and foster user trust. Experience: Real Lessons from Web3 Incidents Many high‑profile breaches and exploits teach us what not to do: reentrancy bugs, flash loan exploits, compromised oracles, rug pulls, etc. For instance, recent research uncovered blind message attacks in Web3 authentication: attackers trick users into signing messages blindly, lead…  ( 8 min )

Typically, every project needs its own set of tools and dependencies. Go projects require specific Go versions, infrastructure projects need particular Terraform releases, and you may have multiple projects that require different versions of the same tool. The traditional approach involves using version managers (asdf, gvm, tfenv, nvm) or relying on everyone on the team to have the correct versions installed. Version managers often require manual switching between projects, and global installations inevitably conflict across different projects. Nix flakes solve this by declaring your exact project dependencies in a flake.nix file. When you enter the project directory, the right environment is automatically set up. No global installs, no version conflicts, and it works identically for every…  ( 7 min )

Big platforms that scale across millions of users have to earn trust every single day. Travel giant Airbnb, for example, is rethinking how technology can create fairer, safer, and more human experiences. A detailed look at this shift appears in Airbnb in 2025: a practical playbook for safer, fairer, more human travel. The takeaway for developers is clear: if you want people to rely on your product, you must show proof before promises. In this article for dev.to, I’ll outline a practical, people-first release method that any small team can run in four weeks. I’ll also highlight two often overlooked trust anchors: a coherent public footprint—like the TechWaves business profile) and honest narrative logs (think of a reflective public Penzu journal). Put together, these ideas turn launches fro…  ( 10 min )

Building Information Modeling (BIM) has become the backbone of modern architecture, engineering, and construction (AEC) workflows. But with the rapid adoption of digital twins, cloud-based collaboration, and 3D visualization, one key question often arises: 👉 Should you rely on proprietary platforms like Autodesk Forge, or explore open-source BIM visualization alternatives? In this post, we’ll break down how Autodesk Forge stacks up against open-source frameworks for BIM visualization—covering performance, cost, flexibility, and integration. Autodesk Forge is a cloud-based development platform offering APIs and services to build web applications that connect design and engineering data. For BIM visualization, Forge is often used to: Render Revit, Navisworks, and IFC models in the browser…  ( 7 min )

Next.js bilan tanishuv: React’dan keyingi bosqich React bilan bir necha oy ishlagach, men doim bir xil muammolarga duch kelardim: Next.js nima? Oddiy qilib aytganda, Next.js – bu React ustida qurilgan freymvork. O‘rnatish juda sodda Birinchi loyihani yaratish uchun atigi bitta buyruq kifoya: npx create-next-app my-app cd my-app npm run dev http://localhost:3000 manzilini brauzerda ochsangiz, tayyor ishlaydigan dastur ko‘rasiz. Routing bilan ortiqcha bosh qotirish shart emas React’da react-router yoki boshqa kutubxona o‘rnatish kerak bo‘lsa, Next.js’da sahifalar avtomatik tuziladi. // pages/about.js export default function About() { return Bu About sahifasi } Shu bilan ish tamom. Server-side rendering (SSR) SEO uchun juda foydali narsa. Masalan, blogdagi maqolani server tomondan oldindan tayyorlab, foydalanuvchi brauzeriga to‘liq HTML sifatida yuborish mumkin. Bu Google indeksatsiyasini tezlashtiradi. export async function getServerSideProps() { const data = await fetch("https://api.example.com/posts"); const posts = await data.json(); return { props: { posts } }; } Statik sayt yaratish (SSG) Agar ma’lumot tez-tez o‘zgarmasa, Next.js sahifani build vaqtida tayyorlab qo‘yadi. Nega menga yoqdi? Tez start: create-next-app orqali 5 daqiqada ishchi loyiha. SEO: server-side rendering tayyor. Routing oddiy: papka strukturasiga qarab ishlaydi. API routes: kichik backend endpointlarini shu loyiha ichida yozish mumkin. Yakuniy fikr Agar React bilan ishlashni bilsangiz, Next.js o‘rganish qiyin emas. Menimcha, bugungi kunda React bilan jiddiyroq loyihaga kirishayotgan bo‘lsangiz, Next.js’ni sinab ko‘rish shart. Siz-chi, Next.js bilan ishlaganmisiz? Tajribangizni izohlarda bo‘lishing.  ( 6 min )

In the gleaming towers of Silicon Valley, venture capitalists are once again chasing the next big thing with religious fervour. Artificial intelligence has become the new internet, promising to revolutionise everything from healthcare to warfare. Stock prices soar on mere mentions of machine learning, while companies pivot their entire strategies around algorithms they barely understand. But beneath the surface of this technological euphoria, a familiar pattern is emerging—one that veteran observers remember from the dot-com days. This time, however, the stakes are exponentially higher, the investments deeper, and the potential fallout could make the early 2000s crash seem like a gentle market hiccup. Walk through the corridors of any major technology conference today, and you'll encounter…  ( 28 min )

Why even try this Terraform is one of the go-to tools for infrastructure as code. However, once you start managing multiple environments (dev/prod, etc.), dealing with environment-specific differences becomes surprisingly tricky. Many people have looked into Terragrunt as a solution to this problem. Also, while Terraform’s dedicated language HCL (HashiCorp Configuration Language) is fairly approachable, using constructs like count or for fluently requires some practice. And at the end of the day, it’s almost entirely a Terraform-specific DSL — not something that can be easily reused elsewhere. That’s why, in this article, I want to try something different: defining a Terraform project using YAML and its expression evaluator yisp. With YAML + yisp, you can freely define and compose …  ( 8 min )

كنت أعمل على مشروع أظن أنه قد يثير اهتمامكم، يُدعى أكود، وهو منصة لتعلم البرمجة مدمجة بأسلوب الألعاب، مخصصة للمتحدثين بالعربية. لاحظت أن معظم محتوى البرمجة العربي يقتصر على الفيديوهات دون أي ممارسة فعلية، بينما كل المنصات الجيدة للتدريب العملي متاحة فقط بالإنجليزية. ونتيجة لذلك، يضطر المتعلمون العرب إما للاعتماد على ترجمات رديئة أو التعلم بلغة ثانية، مما يجعل العملية أصعب مما ينبغي. لذلك قمت ببناء أكود من الصفر باللغة العربية، مع دروس تفاعلية، تحديات برمجية، وتتبع للتقدم مع نقاط خبرة ومستويات. تم تصميم المنصة بالكامل لتمكين المستخدمين من ممارسة البرمجة فعليًا بلغتهم الأم، بدلًا من مجرد مشاهدة الشروحات. المنصة ما زالت في مراحلها الأولى، وأرحب بآرائكم وملاحظاتكم. إذا كان لديكم الوقت لتجربة درس أو درسين، أود معرفة: ما الجوانب التي تعمل بشكل جيد؟ أي ملاحظة ستساهم كثيراً في تطوير هذا المشروع في هذه المرحلة المهمة. الموقع: www.akood.com شكرًا لوقتكم! English Version: I've been working on something I think you might find interesting - it's called akood.com, a gamified coding learning platform for arabic speakers. The thing is, I kept noticing that most Arabic coding content is just videos with no hands-on practice, and all the good practice platforms are in English. Arabic speakers either get stuck with bad translations or have to learn in a second language, which just makes everything harder than it needs to be. So I built Akood from scratch in Arabic - interactive lessons, coding challenges, progress tracking with XP and levels. The whole thing is designed to let people actually practice coding in their native language instead of just watching tutorials. The platform is still in its early stages, and I welcome your opinions and feedback. If you have time to try a lesson or two, I would like to know: What aspects are working well? What shortcomings need improvement? Is the methodology clear and useful? Any feedback will contribute greatly to developing this project at this important stage. The website is: www.akood.com Thanks for your time!  ( 7 min )

Video and audio content have become core to modern business communication. Podcasts, webinars, product demos, and social clips drive reach and engagement, but producing them at scale is still a bottleneck. Editing hours pile up, transcripts need formatting, subtitles must be generated, and publishing pipelines are scattered across platforms. Descript revolutionized editing with text-based control, instant transcription, and overdubbing. n8n expands those capabilities into an end-to-end workflow engine. Together, they turn content production into a repeatable system that can scale without burning out your creative team. This article explores in depth how Descript integrates with n8n, what technical setups look like, and how businesses can automate entire media pipelines — from recording to …  ( 18 min )

The Problem: AI Research Tools Are Fundamentally Broken AI research tools are borderline useless for academia. Traditional AI assistants like ChatGPT and Claude generate authoritative-sounding responses with completely fabricated citations. Have a look for yourself: A 2023 peer-reviewed study in Cureus found that when ChatGPT generated medical research content, 47% of citations were entirely fabricated and only 7% were both real and accurate. A separate 2023 study in Clinical Medicine examined ChatGPT responses to medical questions and discovered 69% of references were completely fabricated, despite appearing plausible and authoritative. As a research assistant, that’s catastrophic. You need every claim backed by a real source, not 7*%* of it! A friend of mine in bioinform…  ( 31 min )

As developers, we love well-architected systems. Clean code, structured APIs, predictable outputs. But when it comes to content creation—especially something as complex as travel guides—most of us wing it with chaotic research, scattered notes, and inconsistent formatting. I got frustrated with this mess. Whether you're building a travel blog, creating content for clients, or just documenting your own adventures, crafting comprehensive destination guides is surprisingly complex. There are so many moving parts: attractions, logistics, cultural nuances, budget breakdowns, safety info... So I did what we do best: I engineered a solution. Creating a quality destination guide isn't just "list some attractions." It's system design for experiences. You need: Structured Information Architecture: …  ( 9 min )

I’ve been an Obsidian user for over two years, relying on it for everything from research notes and project documentation to personal thoughts. While Obsidian Sync works well, I didn’t want to pay \$5 per month for something I could build myself. After experimenting, I found a setup that’s fast, secure, and almost free: Docker for containerization, CouchDB for real-time synchronization, and Pinggy for secure remote access. With this combination, I can manage large vaults across multiple devices without worrying about conflicts or downtime. The key piece making this setup reliable is the Obsidian LiveSync plugin. Compared to the official sync service, it’s faster and handles complex edits more gracefully. Everything is containerized in Docker, so the environment is consistent whether you’re…  ( 8 min )

Step 1: Ubuntu 24.04 Update & Dependencies Jenkins 2.x / 3.x এখন Java 17 ব্যবহার করে। Curl, gnupg2, apt-transport-https ইত্যাদি Jenkins repository access এর জন্য দরকার। Step 2: Jenkins Repository Add https://pkg.jenkins.io/debian/jenkins.io-2023.key | sudo tee \ echo deb [signed-by=/usr/share/keyrings/jenkins-keyring.asc] https://pkg.jenkins.io/debian binary/ | \ Step 3: Install Jenkins Step 4: Start & Enable Jenkins Default Jenkins runs on port 8080 আপনার ব্রাউজারে খুলুন: http://jenkins-server-ip:8080 Step 5: Unlock Jenkins ব্রাউজারে এই password দিয়ে login করুন। Step 6: Install Recommended Plugins Jenkins UI থেকে → Install suggested plugins Create admin user → continue Step 1: Jenkins Plugin Setup Jenkins সার্ভারে login করুন → Manage Jenkins → Plugins এ যান → Install করুন: GitLab Plugin Jenkins restart দিন। ধাপ ১: SSH Access Setup Jenkins সার্ভার থেকে আপনার সার্ভারে password-less SSH setup করুন। Jenkins ইউজারের জন্য SSH key জেনারেট করুন: ssh-keygen -t rsa -b 4096 -C "jenkins@jenkins-server" তারপর public key application সার্ভারে authorized_keys এ যোগ করুন: ssh-copy-id user@application-server-ip এখন Jenkins সার্ভার থেকে application সার্ভারে password ছাড়া login করা যাবে: ssh user@application-server-ip "ls -la"  ( 6 min )

What is the idea behind a splash page? It’s a temporary landing screen that appears when someone first arrives at your site. Its purpose is to make an immediate impact, introduce your brand, or direct users to specific content. But here's the challenge: designing a splash page that's both captivating and user-friendly isn't easy. You want to make a memorable impression, but not at the cost of slowing down or frustrating visitors who are ready to explore your main content. In this article, we’ll explore how to create an engaging splash page design, plus practical design tips and inspiring examples you can apply to your own b2b SaaS marketing​ projects. A splash page is an introductory page that visitors see before accessing the main content of a SaaS website design. It acts as a gateway to …  ( 11 min )

Chuwi: Tiny Desk Concert Chuwi, a tight-knit crew of family and friends from Isabela, Puerto Rico, took over NPR Music’s Tiny Desk for the El Tiny celebration, blending bomba, plena, salsa and playful jazz-synth vibes. Their songs—driven by staggered vocals, keys and percussion—explore island pride and that bittersweet craving for something more (“un guarapo de jengibre y un Puerto Rico libre”). Their five-song set (“Falta Algo,” “Tikiri,” “Tierra,” “Guerra,” “Chuwi Navidades en Cataño”) showcases lead vocals from Lorén, Wilfredo and Wester Aldarondo, a dynamic percussion section, French horn flourishes and electronic touches—proof of why they regularly backed Bad Bunny and can transport you straight to Puerto Rico’s western shores. Watch on YouTube  ( 6 min )

Introduction Zero‑downtime deployments are no longer a nice‑to‑have; they’re a baseline expectation for modern services. As a DevOps lead, you’re probably juggling Docker containers, Nginx reverse proxies, and a CI/CD pipeline that must keep the lights on while you push new code. This checklist walks you through the practical steps to achieve seamless rollouts, from image building to observability, without sacrificing safety. Multi‑stage Dockerfiles keep your final image lean and free of build‑time dependencies. # ---- Build Stage ---- FROM node:20-alpine AS builder WORKDIR /app COPY package*.json ./ RUN npm ci COPY . . RUN npm run build # ---- Production Stage ---- FROM node:20-alpine WORKDIR /app COPY --from=builder /app/dist ./dist COPY package*.json ./ RUN npm ci --production EXPOSE…  ( 8 min )

Agenda Executive Summary Beyond Traditional Monitoring Paradigms The Cost of Inadequate Observability Amazon CloudWatch Generative AI Observability: Technical Architecture Core Infrastructure Components Enhanced Feature Set (2025 Updates) Agentless Architecture Benefits Implementation Strategies for Enterprise Deployments Multi-Environment Architecture Patterns Monitoring Strategy Framework Implementation Roadmap and Best Practices Strategic Outlook and Recommendations Emerging Trends and Capabilities Strategic Recommendations for Enterprises Challenges Addressed by Amazon CloudWatch Generative AI Observability Key Benefits for Enterprise Decision-Makers Learnings and Key Takeaways Conclusion Executive Summary In the rapidly evolving landscape of autonomous AI agents, traditional applicati…  ( 10 min )

Translation key performance indicators (KPIs) are essential management tools for goal-oriented enterprises, particularly those who regularly perform high-volume translations. Do you source language translations in-house, through agencies or freelance translators? If so, this post will show you which translation KPIs to track and why. You can then use these to measure translation success or evaluate your localization process. Establishing translation KPIs will help you gain insight into how long translations really take. Additionally, it will tell you how many resources are consumed by specific translation activities, project types or team members. In effect, you can make adjustments to certain activities, workflows and teams in order to improve translation efficiency. Here are the top 5 tr…  ( 9 min )

My Story As a fresher DevOps engineer, I didn't start with production experience — I started with curiosity. Most of my first steps in Linux came from setting up small projects on my laptop and cloud free-tiers: spinning up an EC2 instance, SSH-ing into it, breaking things, and then figuring out how to fix them. Every "command not found" error, every "permission denied" taught me something new. That's when it clicked for me: Linux isn't just an operating system, it's the foundation of DevOps and SRE. This guide is a collection of what I've learned so far — the exact concepts and commands that helped me go from "where do I even start?" to "I can confidently work on Linux in my DevOps journey." 1. What is Linux? Linux is an open-source operating system kernel first released by Linus Torv…  ( 20 min )

Struggling with chaotic logs that hide critical information when you need it most? Python logging doesn't have to be a maze of duplicate messages, performance bottlenecks, and missing debug data. Most Python developers face these common logging challenges: Log floods drowning out critical errors in production Performance hits from expensive logging operations Security vulnerabilities from accidentally logging sensitive data Configuration complexity leading to duplicate or missing messages Poor debugging workflows that waste hours tracking down issues This guide addresses these challenges through 12 essential Python logging best practices. Each practice is grounded in real-world scenarios and includes practical code examples that you can implement immediately. Before exploring specific prac…  ( 22 min )

TCJSGame Sound Class: Complete Reference Guide TCJSGame provides a simple yet powerful Sound class for handling audio in your games. This class wraps the HTML5 Audio API to provide easy sound effects and music playback without complex audio setup. // Create sound effects const jumpSound = new Sound("sounds/jump.mp3"); const coinSound = new Sound("sounds/coin.wav"); const explosionSound = new Sound("sounds/explosion.ogg"); // Create background music const backgroundMusic = new Sound("music/level1.mp3"); // Example: Preloading important sounds const sounds = { jump: new Sound("sounds/jump.mp3"), hurt: new Sound("sounds/hurt.mp3"), victory: new Sound("sounds/victory.mp3"), gameOver: new Sound("sounds/gameover.mp3") }; // Basic sound playback jumpSound.play(); coinSound.p…  ( 7 min )

In this guide, we’ll walk through how to expose a Pod in Google Kubernetes Engine (GKE) using a Kubernetes LoadBalancer Service. This will make your application accessible externally (from the internet) with a public IP address provided by GCP. First, let’s create a Pod and then expose it with a LoadBalancer Service. 👉 Create a Pod # Template kubectl run --image # Example kubectl run my-first-pod --image ghcr.io/stacksimplify/kubenginx:1.0.0 👉 Expose the Pod as a Service # Template kubectl expose pod --type=LoadBalancer --port=80 --name= # Example kubectl expose pod my-first-pod --type=LoadBalancer --port=80 --name=my-first-service 👉 Get Service Information kubectl get service kubectl get svc Observations: Initially, t…  ( 8 min )

The Moment Everything Clicked "I'm supposed to create my Virtual WAN in East US but then put the hub in West US? That seems backwards..." That was my initial confusion when I started the AZ-700 Virtual WAN lab. As someone relatively new to Azure networking, the concepts felt abstract until I actually built something hands-on. In this article, I'll take you through my journey from confusion to clarity, complete with screenshots and practical explanations. What Even is Azure Virtual WAN? (And Why Should You Care) Think of it like this: Traditional networking: Building individual roads between every city (manual, complex) Virtual WAN: Creating a highway system with on-ramps everywhere (automated, scalable) The Problem It Solves: Lab Scenario: Building Contoso's Global Network Task 1: Creating…  ( 8 min )

Here are the best WordPress image-optimization plugins to consider in 2025, based on recent roundups and hands-on tests across multiple sources: ShortPixel Image Optimizer, Optimole, Imagify, EWWW Image Optimizer, Smush, and TinyPNG. Each can shrink images automatically on upload and bulk-optimize existing media, but they differ in delivery method, formats, and pricing. ShortPixel Image Optimizer stands out for how much control it gives you while still keeping things simple. Few plugins go deep into multiple settings without making things feel overwhelming. Beyond the Media Library, ShortPixel can also optimize custom folders and NextGEN galleries, making it a favorite for sites with large or complex image collections. In recent tests, it consistently delivered high performance scores wh…  ( 7 min )

I recently learned about a new way to leak your privacy, and it's a scary one. Before going further, know that I'm not a network engineer: perhaps if you work in this field, you've known it for your whole career, but it's quite new to me. Let me share my findings, and you can judge for yourself. Since the original post was quite lengthy, I have broken it down into two installments: the problem and the solution. I own my own domain. I've created multiple subdomains out of it. Some of them map to online services, one of them to a private Cloudflare Tunnel to my Home Assistant, and one to my NAS hosted at home. The latter obviously forwards requests to my router, which forwards NAS-related requests to it. The router, in turn, has a public IP address given by my Internet provider. Reminder: in…  ( 8 min )

Here Is the Full React tree, remember you don't need to learn everything - learn what's important and what you need. ├── Prerequisites Learning Path Recommendations: Beginner Level (2-3 months): Prerequisites + React Fundamentals + Basic Hooks + Styling Focus on: Components, Props, State, useState, useEffect, CSS/CSS Modules Intermediate Level (3-4 months): Advanced Hooks + State Management + Routing + Forms + HTTP Requests Focus on: Custom hooks, Context API, React Router, form handling Advanced Level (4-6 months): Performance Optimization + Testing + TypeScript + Build Tools + Frameworks Focus on: Next.js, optimization techniques, comprehensive testing Expert Level (Ongoing): Advanced React features + Security + Accessibility + Best Practices Focus on: Concurrent features, architecture patterns, team leadership Remember: Build projects at each level to solidify your understanding. Start with simple components, then progress to full applications!  ( 16 min )

The emperor has no clothes, and his name is CI/CD. While teams celebrate their "mature DevOps practices" with elaborate Jenkins pipelines and GitOps workflows, they've missed a fundamental shift happening beneath their feet. What we call "best practices" in CI/CD today are actually common practices—repeated so often that we've forgotten to question whether they solve real problems or just create the illusion of progress. Walk into any "DevOps-mature" organization and you'll see the same theater: developers pushing code that triggers automated tests, builds Docker images, updates Helm charts, and deploys through staging environments before reaching production. Everyone feels productive. Velocity dashboards show green metrics. But here's what's actually happening: Your CI/CD pipeline has bec…  ( 7 min )

Take a look at this error: error[E0277]: `YourType` cannot be sent between threads safely --> src/main.rs:10:5 | 10 | thread::spawn(move || { | ^^^^^^^^^^^^^ `YourType` cannot be sent between threads safely | = help: within `YourType`, the trait `Send` is not implemented for `SomeInnerType` = note: required because it appears within the type `YourType` = note: required because it is used within this closure = note: required because it is used as the type of argument 1 Use our Online Code Editor If you have ever come across this type of error and you are wondering what *Send * and Sync are, you are at the right place. In this article, we will explain what Send and *Sync * are in simple terms. By the end of this article, you will under…  ( 13 min )

The VM Config Drift Problem Docker solved the "works on my machine" problem. With VMs, you have to build it twice: once for development and once for production. You might also need to build it for CI, test, etc. You spend days getting the perfect development environment - services configured, databases tuned, everything working together. Then deployment time comes and your development setup has conveniences baked in: default users, insecure keys, debug tools, dev-friendly assumptions. Production can't use any of it. You start over with a clean base image and completely different provisioning scripts, rebuilding everything you already built. Development VMs become throwaway sandboxes that can't be used anywhere else. You perfect something in dev, then start over for production with differ…  ( 9 min )

We’re excited to highlight new research from two members of the SurrealDB community: Bridging Analytics and Semantics: A Hybrid Database Approach to Retrieval-Augmented Generation, now published on Zenodo. In their work, Debashis Saha and Satadeep Dasgupta explore how hybrid database systems can power the next generation of Retrieval-Augmented Generation (RAG). Traditional RAG workflows rely solely on vector search, but this prototype demonstrates how combining SQL-style analytics with semantic vector search in a unified framework can unlock richer, more flexible retrieval. To make this possible, the authors turned to SurrealDB. Its unique ability to seamlessly blend structured queries with vector operations enabled them to experiment with hybrid retrieval strategies that go well beyond the limitations of vector-only systems. We’re proud that SurrealDB could serve as a key enabling technology in this research and look forward to seeing more innovation from our community. You can read the full paper and access the prototype here: https://doi.org/10.5281/zenodo.17018699🔗 Stay tuned for the follow-on engineering blog with more technical details and the queries. To learn more, head to: Our Agentic & Gen AI and Graph RAG pages Implement your first RAG app with Multi-model RAG with LangChain  ( 6 min )

My Story: This blog is a complete guide to Linux for DevOps & SRE engineers. We'll start with the basics - what Linux is, why it's used - and then dive deep into the most production-focused commands and real incident scenarios. What is Linux? Linux is an open-source operating system kernel first released by Linus Torvalds in 1991. Over the years, it grew into a family of distributions (distros) such as Ubuntu, CentOS, Debian, and Amazon Linux. Unlike Windows or macOS, Linux is: Free and open-source - anyone can inspect, modify, and distribute it. Stable and secure - runs most of the world's servers and cloud infrastructure. Lightweight and customizable - you only install what you need, no bloat. 💡 Fun fact: Over 90% of cloud servers and 100% of Kubernetes clusters run on Linux. If you're …  ( 19 min )

When working with barcode detection in real-world applications, developers often encounter scenarios where standard settings fall short. Images with poor lighting, low quality, skewed angles, or complex backgrounds can make accurate detection extremely challenging. Dynamsoft Barcode Reader offers a robust set of parameters that can be fine-tuned to optimize performance across different conditions. This article demonstrates how to build a GUI tool that visualizes these parameters, turning the complex and time-consuming process of parameter tuning into an efficient, interactive experience. Instead of manually editing JSON configuration files, developers can adjust parameters in real time and immediately see the results. Get a 30-day trial license key for Dynamsoft Barcode Reader Python 3.8+ …  ( 9 min )

Connecting a Raspberry Pi to Wi-Fi via SSH is a classic "headless" setup method. This is especially useful when you don't have a monitor or keyboard for your Pi. There are two main scenarios. Choose the one that applies to you. Scenario 1: First-Time Setup (No Access to the Pi Yet) SD card from your computer. Steps: Flash Raspberry Pi OS: Write the Raspberry Pi OS (preferably the Lite version for servers, or any version) to your SD card using the Raspberry Pi Imager. Enable SSH (Mandatory): After flashing, your computer will see the SD card as a drive called boot. Navigate to this boot drive. Create a new, empty file named ssh (with no extension). On Windows, you can do this in Notepad by saving a file and typing ssh as the name, making sure "All files (.)" is selected instead of ".…  ( 8 min )

Introduction Node.js is a popular processing system for JavaScript that is necessary for server-side development. Thousands of regular downloads are made possible by npm's vast ecosystem of third-party packages. On the other hand, hackers are drawn to its popularity. In a supply chain attack, hackers take advantage of developers' reliance on these packages by inserting harmful code into their dependencies. These attacks have the potential to spread widely, affecting several operations. Attackers do not only target files; they also go after apps, looking for security holes to exploit. Attacks such as Man-in-the-Middle (MITM), injection, and Cross-Site Scripting (XSS) can hack online applications, extract data, and change databases. Following best practices is critical to protect your apps…  ( 13 min )

Here is some content. More text …  ( 5 min )

We're moving beyond simple automation. The rise of Agentic AI systems marks a significant leap in how we leverage artificial intelligence. What is it? Agentic AI isn't just about executing a single command. It's about an AI system that can: Define a Goal: Understand a high-level objective (e.g., "Analyze Q3 market trends for our new product launch"). Plan: Break that goal down into smaller, actionable steps. Execute: Utilize various tools (APIs, web searches, code interpreters) to complete the steps. Reflect & Course-Correct: Evaluate its own progress and adjust the plan if a step fails or new information emerges—all autonomously. In essence, these agents can reason, plan, and execute complex, multi-step tasks without constant human intervention. Why does this matter for business? Accelerated Research: Imagine an AI agent autonomously conducting competitive analysis and drafting a summary report. Smarter Operations: Automated troubleshooting and maintenance of complex IT systems. Hyper-Personalization: Agents that can manage and adapt entire customer journeys based on real-time data. This shift moves AI from being a 'tool' we use for a task to a 'collaborator' we delegate an entire objective to. The productivity gains could be massive, but it also raises crucial questions about governance, oversight, and skill adaptation. What are your thoughts? Are you exploring how Agentic AI could redefine roles in your industry, or are you focused on the ethical and safety guardrails needed for this technology? AgenticAI #AI #ArtificialIntelligence #Automation #FutureofWork #Innovation  ( 6 min )

itertools is a standard Python library that provides a collection of fast, memory-efficient tools for working with iterators. It includes functions for creating combinations, permutations, infinite sequences, and various forms of iterator chaining. itertools is especially useful for handling large datasets, performing combinatorial tasks, and building efficient loops without consuming excessive memory. It’s widely used in data processing, algorithm design, and competitive programming. Installation: Example usage: import itertools # Generate all 2-combinations of a list for combo in itertools.combinations([1, 2, 3], 2): print(combo) # Infinite counting for i in itertools.count(5): if i > 10: break print(i) PyPI page: Not applicable (standard library) https://github.com/python/cpython 3 Project Ideas: Generate all possible combinations of items in a dataset for analysis. Create a program that simulates permutations for game or puzzle solving. Build an iterator-based pipeline to process large streams of data efficiently.  ( 6 min )

I’ve been stuck watching endless tutorials on Spring Boot without actually building anything. Today, I finally broke the cycle and created my very first REST API endpoint: /hello! OUTPUT This may look tiny, but it’s my first step toward building real backend apps with Spring Boot. Next, I’ll try returning JSON and adding parameters. Any tips for a beginner in Spring Boot? Or small project ideas I should try?  ( 6 min )

FastAPI is a modern, fast, and high-performance Python web framework for building APIs. It is based on standard Python type hints, which allows automatic data validation, serialization, and interactive API documentation. FastAPI is designed for building production-ready RESTful APIs and microservices with minimal code while ensuring high performance. It’s widely used in data-driven applications, machine learning deployment, and backend services. Installation: pip install fastapi uvicorn Example usage: from fastapi import FastAPI app = FastAPI() @app.get("/") def read_root(): return {"message": "Hello FastAPI!"} Run the app with: uvicorn filename:app --reload PyPI page: https://pypi.org/project/fastapi/ https://github.com/tiangolo/fastapi 3 Project Ideas: Build a REST API for a blog or content management system. Develop a backend service to serve machine learning model predictions. Create a microservice architecture for a larger application with multiple APIs.  ( 6 min )

EasyGUI is a Python library that provides simple and ready-to-use graphical user interface (GUI) components. It allows developers to create pop-up dialogs, message boxes, input forms, and file selection windows without writing complex GUI code. EasyGUI is particularly useful for beginners, small scripts, and educational projects where a full-featured GUI framework would be overkill. It makes Python programs interactive and user-friendly with minimal effort. Installation: pip install easygui Example usage: import easygui name = easygui.enterbox("Enter your name:") easygui.msgbox(f"Hello, {name}!") PyPI page: https://pypi.org/project/easygui/ https://github.com/robertlugg/easygui 3 Project Ideas: Build a simple quiz application with pop-up questions and scoring. Create a file management tool with dialogs for selecting, copying, or moving files. Develop a small form-based application to collect user information and save it locally.  ( 6 min )

With 400 million MAUs, Threads already has the critical mass to launch a payments layer without the expensive customer acquisition costs that burden most fintech startups. ClickGuard released 2024 data showing an average fintech SaaS CAC of $1,450., far higher than in social platforms. Threads’ built-in audience could bypass this barrier. Threads’ AI-powered recommendations could accelerate social commerce adoption. By curating personalized shopping experiences, AI has the potential to transform Threads into an attention-and-purchase funnel, where discovery and transaction occur in the same feed. For fintech companies, this shifts the battle from payments infrastructure to payments visibility. Threads’ support for the Fediverse protocol opens the door to decentralized identity and transa…  ( 8 min )

Aiogram is a Python library for creating Telegram bots using asynchronous programming. It provides an easy-to-use framework for handling messages, commands, and inline queries efficiently. With features like middleware, state management, and webhook support, Aiogram is suitable for both simple bots and complex interactive applications. It’s ideal for developers who want to automate tasks, build chatbots, or integrate Telegram functionalities into their services. Installation: pip install aiogram Example usage: from aiogram import Bot, Dispatcher, types from aiogram.utils import executor bot = Bot(token="YOUR_TOKEN_HERE") dp = Dispatcher(bot) @dp.message_handler(commands=['start']) async def send_welcome(message: types.Message): await message.reply("Hello! I am your bot.") executor.start_polling(dp) PyPI page: https://pypi.org/project/aiogram/ https://github.com/aiogram/aiogram 3 Project Ideas: Build a Telegram bot that provides news updates or weather forecasts. Create a trivia or quiz bot with multiple levels and scoring. Develop an automated reminder bot to schedule messages and notifications.  ( 6 min )

A Job Story forces clarity without personas or feature lists. It anchors scope to a single user outcome. Template When [situation], I want to [action], so I can [outcome]. Strong examples When I open a long article and have 2 minutes, I want a 5‑bullet summary, so I can decide to read now or save. When I receive a supplier invoice PDF, I want line items as CSV/JSON, so I can import without manual typing. When I find a lead on LinkedIn, I want a tailored cold email draft, so I can send a relevant message in <2 minutes. Metric rubric (pick one) Outcome‑tied: success %, “useful” rating %, time‑to‑value. Numeric & time‑bound: “≥60% attempts rated ‘useful’ in 24h.” Actionable: if it fails, you know what to change this week. Anti‑patterns Vanity counts (pageviews, followers) for week‑1 validation. Multi‑persona flows (“for marketers and engineers”). Pick one. Two success paths. One path → less ambiguity. 10‑minute worksheet which shows value in ≤60s? target comparator unit window (e.g., ≥60% useful in 24h). not build this week. Save these somewhere visible. They’re your guardrails. Examples + pitfalls in the full issue → https://shipwithai.substack.com/p/pasta-al-dente-ship-a-one-feature?utm_source=devto&utm_medium=social&utm_campaign=issue_pasta_al_dente_week  ( 6 min )

qrcode is a Python library that allows developers to create QR codes quickly and easily. It can generate QR codes from text, URLs, or other data, which can then be saved as images or displayed in applications. This library is widely used for payment links, event tickets, authentication codes, and marketing campaigns. Its simplicity makes it ideal for small projects, prototypes, or production-ready applications. Installation: pip install qrcode Example usage: import qrcode img = qrcode.make("https://www.python.org") img.save("python_qr.png") PyPI page: https://pypi.org/project/qrcode/ https://github.com/lincolnloop/python-qrcode 3 Project Ideas: Build a QR code generator for URLs or contact information. Create a system that generates event tickets with unique QR codes. Develop a marketing tool that produces QR codes linking to promotions or products.  ( 6 min )

In this guide, we’ll walk through deploying Jenkins on Amazon EKS with persistent storage backed by AWS EFS using the CSI driver. This setup ensures scalable, durable, and shared storage for Jenkins builds. Step 1: Install AWS EFS CSI Driver kubectl apply -k "github.com/kubernetes-sigs/aws-efs-csi-driver/deploy/kubernetes/overlays/stable/?ref=master" Step 2: Set Up AWS Resources Get VPC ID aws eks describe-cluster \ --name hulk-santhosh-cluster \ --query "cluster.resourcesVpcConfig.vpcId" \ --output text \ --region ap-south-1 Get VPC CIDR Range aws ec2 describe-vpcs \ --vpc-ids vpc-07937adc3227e4b54 \ --query "Vpcs[].CidrBlock" \ --output text \ --region ap-south-1 Create Security Group aws ec2 create-security-group \ --description efs-test-sg \ --group-name efs-sg \…  ( 7 min )

Time Complexity: O(log n) Space Complexity: O(1) class Solution { public int search(int[] nums, int target) { int low = 0; int high = nums.length -1; while (low <= high) { int mid = low + (high -low) / 2; if (target == nums[mid]) return mid; else if (target < nums[mid]) high = mid -1; else low = mid + 1; } return -1; } }  ( 6 min )

Cron jobs handle critical automation in Unix-like systems: from database backups to log rotation, yet they fail silently by design. When a scheduled task stops working, you might not discover the failure until days later, potentially causing data loss or system degradation. Understanding where crontab logs are stored and how to monitor them effectively is essential for maintaining reliable automated systems. This guide covers log locations across different distributions, debugging failed jobs, and implementing robust monitoring practices that catch issues before they escalate. Cron log locations vary significantly across Unix-like systems. Knowing where to look saves critical time during incidents. Cron logs are written to the system log at /var/log/syslog. Filter for cron-specific entries…  ( 12 min )

Welcome back to Minesweeper Part 2. Last time you built the core: grid, mine placement, and adjacency counts. Now you’ll wire it up into a fully playable CLI game. Here's what you’ll add in this part: A clean terminal UI: headers, separators, and aligned columns A game loop with a visible prompt Command parser for rROW,COL (reveal) and fROW,COL (flag) Input validation + helpful error messages Win/lose checks (boom vs. all mines flagged) By the end, a single node minesweeper.js 9 gives you a working game you can extend in minutes. Let’s build! Now that our grid generation process is complete, let’s initialize our game by: Clearing the terminal window. Printing a “Welcome” message that tells the user how to play the game. Printing the formatted grid. Prompting the user to play by typing a co…  ( 14 min )

Expanding into new markets has never been easier. Thanks to globalization and digital tools, even small businesses can reach customers thousands of miles away. But one barrier still remains—communication. Customers prefer doing business with companies that feel local. They’re more likely to answer a familiar area code than an unknown international number. This is where VoIP numbers come in, helping businesses expand globally while maintaining a strong local presence. A VoIP (Voice over Internet Protocol) number is a virtual phone number that operates over the internet instead of traditional copper lines. Unlike fixed landlines, VoIP numbers are location-independent. That means a business in New York can instantly set up a London, Sydney, or Singapore number—without physically being there. …  ( 8 min )

Data Warehousing vs. Data Lakes: A Comprehensive Comparison Introduction In the modern data-driven landscape, organizations grapple with ever-increasing volumes and varieties of data. The efficient storage, processing, and analysis of this data are crucial for informed decision-making, gaining competitive advantages, and unlocking valuable insights. Two prominent architectures for handling this data are Data Warehouses and Data Lakes. While both serve as repositories for organizational data, they differ significantly in their design, purpose, and suitability for different use cases. This article provides a comprehensive comparison between Data Warehouses and Data Lakes, exploring their key features, advantages, disadvantages, and the scenarios where each shines. Prerequisites: Understan…  ( 9 min )

Docker containers generate critical telemetry data through their logs, but accessing and analyzing this information efficiently can be challenging without the right approach. Whether you're debugging a failing deployment, monitoring application performance, or investigating security incidents, understanding Docker's logging capabilities is fundamental to maintaining healthy containerized systems. This guide walks you through Docker container logging from basic commands to production-ready strategies, including integration with observability platforms for comprehensive log analysis. Docker captures all output from containerized applications that write to standard output (stdout) and standard error (stderr). This follows the twelve-factor app principle where applications should treat logs as…  ( 11 min )

Next.js 15 has introduced exciting new features like improved routing, faster builds, and enhanced server actions. In this guide, we’ll walk through setting up a new Next.js project, exploring its new app router, and deploying it to Vercel. App Router Enhancements: Simplifies file-based routing. Server Actions: Handle server logic directly. Optimized Builds: Faster builds and improved caching. Install Next.js: npx create-next-app@latest my-app Navigate into the project: cd my-app Run development server: npm run dev Happy coding! 🚀  ( 6 min )

Introduction As a DevOps lead, you’ve probably faced the dreaded moment when a production deployment brings the site down. Zero‑downtime deployments are no longer a luxury; they’re a baseline expectation for modern services. This checklist walks you through a practical, Docker‑centric workflow that leverages Nginx as a smart reverse proxy, blue‑green releases, and observability hooks. Follow each step, and you’ll be able to push new code without breaking existing traffic. Immutable builds: Use a multi‑stage Dockerfile so the final image contains only runtime artifacts. Tagging strategy: Tag images with both a semantic version (v1.3.2) and a short Git SHA (v1.3.2‑a1b2c3). Scan for vulnerabilities: Run docker scan or integrate Trivy into your CI pipeline. # Dockerfile (Node.js examp…  ( 8 min )

Introduction If you’re a DevOps lead tasked with keeping a public‑facing web service reliable and secure, Nginx is often the front‑line reverse proxy you’ll rely on. While Nginx excels at performance, it also needs a solid security posture to survive the modern threat landscape. This tutorial walks you through seven practical steps to lock down Nginx using TLS, Fail2Ban, and a Web Application Firewall (WAF). The focus is on actionable configuration snippets you can drop into your existing setup. TLS is the first line of defense. A weak cipher suite or an outdated protocol version can expose you to downgrade attacks. Disable SSLv2/SSLv3 and TLS 1.0/1.1 Prefer TLS 1.3 when the client supports it Use a modern cipher suite (e.g., TLS_AES_256_GCM_SHA384) Enable OCSP stapling to speed up certi…  ( 8 min )

Imagine a universe where billions of messages, calls, and financial transactions happen every second. Each message reaches its recipient flawlessly, phone calls remain uninterrupted, and funds are transferred instantly. What ensures such impeccable performance? No, it's not magic—it's virtual machines—the unsung heroes of digital infrastructure. Among them stands out one remarkable machine — BEAM. Created decades ago, it looks like an invention from a distant future. It powers stable operations for giants like WhatsApp, Discord, financial services, and IoT systems. Even after all these years since its inception, BEAM continues to impress with its performance and reliability. This article is not intended as an in-depth exploration into the inner workings of BEAM or its implementation detail…  ( 14 min )

Databases are central to development. They store, query, and manage the information our applications depend on. But not all databases work the same way. Relational systems like MySQL and Oracle rely on structured schemas, while NoSQL systems like MongoDB allow flexibility with JSON documents. Distributed and cloud-hosted systems scale across servers and regions, handling large and dynamic workloads. As developers, we need to understand these categories to make smart decisions. Choosing the wrong type can add unnecessary complexity later. Relational: Structured tables and relationships, SQL-driven. Examples: MySQL, SQL Server. NoSQL: Flexible storage for documents, key-value data, or graphs. Example: MongoDB. Object-relational: Relational base with object support. Example: PostgreSQL. Cloud…  ( 22 min )

Представьте вселенную, где ежесекундно происходят миллиарды сообщений, звонков и финансовых операций. Каждое послание достигает адресата, звонки продолжаются бесперебойно, а средства поступают моментально. Что обеспечивает такую безупречную работу? Нет, это не волшебство, а именно виртуальные машины — незаметные герои цифровой инфраструктуры. Среди них есть одна выдающаяся машина — BEAM. Созданная еще в прошлом веке, она выглядит как разработка из далекого будущего. Именно она поддерживает стабильную работу таких гигантов, как WhatsApp, Discord, финансовые сервисы и IoT системы. Даже спустя десятилетия после своего появления, BEAM продолжает поражать своей производительностью и надежностью. Цель этой статьи вовсе не в подробном погружении в механизмы работы BEAM и внутренние детали реализа…  ( 15 min )

The metaverse isn't just science fiction anymore—it's becoming our digital reality. From virtual concerts to remote work meetings in 3D spaces, the metaverse is reshaping how we interact online. If you've been wondering how to jump into metaverse 3D space development, you're in the right place. This comprehensive guide will walk you through everything you need to know to start building your own virtual worlds from the ground up. Think of metaverse 3D space development as digital architecture for virtual worlds. Instead of building with bricks and mortar, you're creating immersive environments using code, 3D models, and interactive elements. These spaces can host everything from social gatherings to business meetings, gaming experiences to educational workshops. Getting started requires cho…  ( 9 min )

🔧 Prompting Techniques with Templates 1. Zero-shot Prompting Use when: The task is simple and doesn’t need examples. 🧪 Template: Summarize the following email in one sentence: [Insert email text here] 🧠 Tip: Works best with clear, unambiguous instructions. Few-shot Prompting Use when: You want to guide the model with examples. 🧪 Template: Convert the following sentences into passive voice: Example 1: Input: The cat chased the mouse. Output: The mouse was chased by the cat. Example 2: Input: She writes a letter. Output: A letter is written by her. Now convert: Input: They built a house. Output: 🧠 Tip: Keep examples close in structure to your actual input. Chain-of-Thought (CoT) Prompting Use when: The task involves reasoning or multiple steps. 🧪 Template: Questi…  ( 7 min )

Tableau for Marketing: Mastering Segmentation Like a Pro Dipti Moryani ・ Sep 25  ( 5 min )

When we think about personalization and segmentation, Netflix often comes to mind. The streaming giant has an almost unbelievable 76,000+ micro-genres in its database. These range from the obvious “Romantic Comedies” to niche categories like “Asian_English_Mother-Son-Love_1980.” This level of granular segmentation ensures that each viewer finds content that feels uniquely suited to their taste. But is such extreme segmentation truly necessary? If we look at Netflix’s global success, the answer is clear: absolutely yes. Their ability to recommend content precisely to each user has transformed them into one of the most powerful brands in the world. They even hosted a million-dollar competition on Kaggle to challenge teams to beat their recommendation algorithm. That recommendation engine is …  ( 10 min )

How California Attorney Scott R. Carpenter Abuses His State Bar License To Help Clients Commit Crimes Marcus ・ Sep 25 #fraud #legalcorruption #scottrcarpenter #talentcrowd  ( 6 min )

The first four days have covered JavaScript basic syntax, variables, data types, operators/expressions, and conditional statements. Today will learn about loop statements in detail, which are core concepts for implementing repetitive execution in programming. Through loops, large amounts of data and repetitive tasks can be handled efficiently. Master the usage of for loops Understand the differences between while and do-while loops Learn loop control statements (break, continue) Understand loop best practices and performance optimization for loops are the most commonly used loop structure, suitable for situations where the number of iterations is known. // Basic syntax for (let i = 0; i < 5; i++) { console.log(`Loop count: ${i}`); } // Output: 0, 1, 2, 3, 4 // Reverse loop for (let i = …  ( 11 min )

Introduction While developing an app with React (Vite + TypeScript), I introduced Chakra UI as my UI library. import { Box, Heading, Text, List, ListItem } from "@chakra-ui/react"; The error message I received was: Attempted import error: 'List' is not exported from '@chakra-ui/react' Apparently, the version of @chakra-ui/react included in my project was outdated, and the List component was not yet included. Updating to the latest version resolved the issue. npm install @chakra-ui/react@latest @emotion/react @emotion/styled framer-motion Then, restart the development server: npm run dev The screen now displays correctly. All Chakra UI components, including List and ListItem, are now available. Type errors have disappeared, and red lines no longer appear in VSCode.  ( 6 min )

Check out this Pen I made!  ( 5 min )

Coding interviews test more than problem-solving—they test clarity, speed, and adaptability. Discover how AI is transforming interview prep, from smarter hints to mock interviews and personalized study systems. When people talk about coding interviews, they often frame them as a pure algorithm game: solve X number of LeetCode problems, memorize patterns, and you’re set. But anyone who has actually sat in a real interview knows it’s not that simple. You’re under pressure. You have to explain your thought process. Sometimes you get curveballs that don’t map neatly to your “pattern library.” That’s why preparing for coding interviews has always been messy—and why the rise of AI for coding interviews is more than just a shiny new tool. It’s a fundamental shift in how we learn, practice, and pe…  ( 10 min )

Celery is the backbone of asynchronous task processing in Python applications, particularly in Django projects. Whether you’re sending emails, processing images, or handling complex data operations, understanding how Celery works under the hood is crucial for building robust, scalable applications. In this comprehensive guide, we’ll dive deep into the mechanics of Celery tasks, explore the nuances of database connection management, and learn how to scale your Celery infrastructure to handle increasing loads. The Anatomy of Task Creation When you define a Celery task, you’re essentially creating a blueprint for work that can be executed asynchronously. Here’s what happens behind the scenes: from celery import Celery app = Celery('myapp', broker='redis://localhost:6379') @app.task def proc…  ( 12 min )

In today’s digital-first world, cyberattacks are no longer a distant possibility—they are a daily reality. From phishing scams and ransomware to credential stuffing attacks, cybercriminals have countless ways to exploit stolen data. Among the most common and dangerous threats is credential theft. Once usernames and passwords fall into the wrong hands, they often end up for sale or trade on the dark web a hidden part of the internet where cybercriminals operate anonymously. This is where dark web monitoring comes into play. Modern password managers have evolved beyond just storing login credentials; they now actively monitor the dark web for signs that your personal or business credentials have been compromised. By detecting breaches early, users can take action before attackers exploit sto…  ( 10 min )

With the introduction of OpenMQTT to my IOT@Home stack, the availability of long-range sensors increased dramatically. Over the course of the last articles I explored RF433, Bluetooth BLE, LoRa and even IR signals. With these gateways, messages from surrounding devices are captured, for example an outdoor temperature sensor, your smart watch, or a long-range GPS sensor. Reading messages is only one feature of OpenMQTT. Sensing messages to the devices is the opposite direction. This article investigates how MQTT messages are send from a gateway to the receiving device, and to what amount both the gateway and its detected devices can be configured or controlled. Its separated into the following four sections: Gateway Status & Configuration, RF Gateway, and BLE Gateway The technical context o…  ( 15 min )

Introduction Believing in a theory that runs against the dominant paradigm is never easy. Even with strong evidence, proving it often feels like swimming upstream. This challenge is especially visible in a field as noisy and fast-moving as AI, where marketing cycles often drown out deeper questions of architecture and rigor. Right now, the dominant story is simple: Large Language Models can do everything. They can plan, reason, remember, and execute, all through clever prompting. It’s a story that sells, but it’s also fragile. For prototypes, LLMs and prompts are fantastic. For systems that need to scale, integrate, and be trusted, they fall short. That’s not a radical claim. It’s the same lesson software learned two decades ago. Monolithic architectures eventually collapsed under th…  ( 10 min )

https://github.com/geo-tp/ESP32-Bus-Pirate Ever wanted a powerful protocol analyzer that doesn’t cost a fortune? ESP32 Bus Pirate is an open-source firmware that turns any ESP32-S3 board into a multi-protocol hardware toolbox — and you can get the necessary hardware for around $10. Flash it once and a cheap, pocketable ESP32 becomes a serial console, I²C/SPI inspector, 1-Wire reader, Wi-Fi/Bluetooth sniffer, IR sender/decoder, HID emulator, Sub-GHz tool, and more — all accessible via a fast USB serial terminal or a browser-based CLI. The Bus Pirate is a long-standing open hardware project that exposes low-level bus access from a simple terminal. Think of it as a universal bridge between your computer and electronic parts: it lets you discover unknown peripherals, read and write chip registers and memories, observe exchanges between modules, debug hardware without re-flashing firmware on the target, assist in reverse-engineering tasks. Originally built for benches and labs, the Bus Pirate streamlines everyday tasks like scanning an I²C bus, dumping SPI flash, or sniffing UART traffic. The ESP32 Bus Pirate brings the same utility with modern extras — wireless access, USB HID emulation, IR, and radio support (Subghz, RF24 and more). USB Serial — low-latency, scriptable, and familiar for embedded work. Web CLI — control the device from any browser over Wi-Fi; same commands, remote convenience. Standalone - on device screen and keyboard, available for the Cardputer. All interfaces provide the same feature set. See https://github.com/geo-tp/ESP32-Bus-Pirate for more details and the list of supported devices.  ( 6 min )

Building a PDF Parser for HDFC Bank Statements: From 165 Pages to CSV in Minutes 🚀 GitHub Repository | ⭐ Star it if you find it useful! Picture this: You're an auditor, accountant, or financial analyst staring at a 165-page HDFC Bank statement with 3,602 transactions that need to be converted to CSV format. The manual process would take days, and the risk of errors is enormous. That's exactly the challenge I faced recently, and it led me to build an open-source solution that I'm excited to share with the community. I created a Python tool that automatically extracts all transactions from HDFC Bank PDF statements and converts them to CSV format with intelligent categorization. Here's what it accomplishes: ✅ 100% extraction rate from 165-page PDFs ✅ 3,602 transactions processed automatic…  ( 8 min )

Imagine you’re debugging a web application. You fix a CSS glitch, only to find that the backend API starts returning unexpected data. You patch the API, but suddenly your database queries slow down. This is the reality of software development today: everything is interconnected. And that’s exactly why systems thinking is no longer optional—it’s a superpower every developer needs. Systems thinking is about understanding how parts of a system interact, rather than looking at each part in isolation. Seeing how frontend decisions affect backend performance Recognizing how database design impacts scalability Understanding how small UI changes can impact SEO or accessibility If you only focus on your "piece of code," you miss the bigger picture—and your software suffers. Here’s why systems th…  ( 8 min )

In the contemporary landscape of high-performance computing (HPC) and artificial intelligence (AI), NVIDIA GPU clusters have emerged as revolutionary tools for accelerating complex computational workloads. These clusters leverage the massive parallel processing power of Graphics Processing Units (GPUs) to deliver scalable, fast, and efficient computing solutions across diverse industries. An NVIDIA GPU cluster is a computer cluster where each computing node is equipped with one or more NVIDIA GPUs. These GPUs are interconnected via high-speed networks, enabling them to work collaboratively on large-scale computational tasks. Unlike traditional CPU-centric clusters that rely on sequential processing, GPU clusters focus on parallel computing architecture, allowing hundreds or thousands of …  ( 7 min )

Powering Your IoT: A Guide to Low-Power Tech TL;DR: The success of a large-scale IoT project hinges on choosing the right connectivity. For battery-powered devices, Low-Power Wide-Area Networks (LPWANs) are the answer. This guide breaks down the leading options—LoRaWAN, NB-IoT, and LTE-M—to help you build a cost-effective and sustainable IoT ecosystem. The Internet of Things (IoT) promises a future of unprecedented efficiency, driven by data from billions of connected devices. From tracking assets across a supply chain to monitoring soil moisture in a remote field, the potential is immense. But there's a critical, often-overlooked challenge that can stop a promising IoT initiative in its tracks: power. Traditional connectivity solutions like Wi-Fi and cellular are power-hungry, making th…  ( 10 min )

Stop Losing Launches to “Tiny Bugs”: 7 Engineering Principles Every PM Should Know Two weeks before launch, everything looked green — until a “tiny” change in a shared component broke checkout. Three teams owned three slightly different versions of the same logic. Fixing it took days. Sound familiar? That’s not really a “bug.” That’s a requirements mismatch and it’s the kind of fire drill product managers can prevent if they understand how engineers think. You don’t need to code. But you do need to speak the language of software development well enough to spot risk, ask sharper questions, and make trade-offs with your tech lead. Here are 7 engineering principles, in plain English, that can save your roadmap (and your sanity): DRY — Don’t Repeat Yourself Every duplicated rule = triple the r…  ( 7 min )

Unlocking Business IoT with BLE Beacon Technology TL;DR: BLE (Bluetooth Low Energy) beacons are small, low-cost transmitters that provide precise indoor location data, bridging the gap between your physical and digital operations. This technology is a cornerstone of modern enterprise IoT solutions, enabling everything from real-time asset tracking to personalized customer experiences and streamlined workflows. In today's data-driven world, businesses have unprecedented visibility into their digital operations. Yet, for many, the physical world—the factory floor, the retail space, the hospital wing—remains a digital blind spot. How do you track a critical piece of equipment in a sprawling warehouse? How can you guide a visitor through a complex building? How do you engage a customer at th…  ( 10 min )

Imagine opening an app in 2026 where nothing is static. Buttons don’t just sit there — they breathe. Menus don’t just appear — they flow into view. Even error messages move with empathy, helping you understand what went wrong without a wall of text. That’s not science fiction. That’s the future of motion design in UI. For years, we’ve lived with static interfaces. Clean, yes. Predictable, yes. But often, boring and disconnected. The world is moving toward micro-interactions, dynamic flows, and motion-driven experiences because users expect digital products to feel alive. Human-Centered Communication show what’s happening. A button that ripples when clicked is more intuitive than a static highlight. Better Storytelling Performance Meets Aesthetics Framer Motion and Lottie, developers…  ( 7 min )

For anyone stepping into the world of online gaming, choosing the right platform can make all the difference. With so many options available, it can feel overwhelming to decide where to begin. BGD33 has quickly gained popularity among both beginners and experienced players because of its user-friendly design, wide variety of games, and secure environment. If you are a first-time user, this guide will give you a clear introduction to the platform, explain its features, and help you get started smoothly. BGD33 is an online gaming platform created to provide players with an engaging, interactive, and safe experience. Unlike traditional games that require physical consoles or complicated setups, BGD33 allows you to enjoy your favorite titles directly from your computer or mobile device. For fi…  ( 8 min )

This article explains why PHP is often avoided in high-performance / high-scale systems, presents percentage-based comparisons, and suggests better alternatives with reasoning. (Perspective: 10+ years of software engineering experience) High-performance web or system apps typically require: High throughput & low latency (many requests/sec). Low resource usage (CPU, memory, I/O overhead). Excellent concurrency (thousands of simultaneous connections). Real-time behavior (websockets, streaming, push). Predictable scaling (vertical & horizontal). Often Not the First Choice PHP is great for content-oriented websites (CMS, blogs, e-commerce) but its architecture and history introduce limitations. Limitation Root Cause Approx. Impact When It Hurts Most Blocking / synchronous request mod…  ( 8 min )

11+ Best Replit AI Alternatives in 2025 Replit has grown far beyond its origins as a simple online IDE. With Replit AI and Ghostwriter, it now markets itself as a full-stack AI software engineer. It can write code, fix bugs, and even deploy applications from a single platform. But developers know one thing: Replit is no longer the only option. In 2025, a new generation of platforms is competing head-to-head, offering AI agents that don’t just autocomplete snippets but can design, generate, and launch entire applications. The challenge? A quick Google search for Replit alternatives gives you a messy mix: cloud IDEs like Cursor, StackBlitz, Codespaces, or Glitch alongside true AI-first builders like Meku, Bolt, or Lovable. That’s why I have created this guide: to cut through the noise an…  ( 11 min )

Stop Using localStorage for Everything – Here's What to Use Instead ⚠️ Warning: localStorage is NOT a secure place to store sensitive data. Yet, it’s used everywhere. Let’s fix that with better alternatives. localStorage is Like a Digital Trash Can localStorage is tempting: it’s fast, globally accessible, and requires no setup. But it has serious flaws: ❌ No encryption: Data is stored in plain text. ❌ Vulnerable to XSS attacks: Malicious scripts can access it. ❌ Synchronous: Blocks the main thread, slowing down your app. ❌ No expiration: Data persists indefinitely unless manually cleared. ❌ Poor for structured data: It’s just key-value pairs. localStorage Here’s a quick guide to better storage options based on your use case: Use Case Better Alternative Temporary session data…  ( 8 min )

a Promise is a JavaScript object representing the eventual completion or failure of an asynchronous operation, like fetching data from a server or reading a file. It provides a way to handle these "eventual" outcomes, allowing developers to write cleaner, more readable, and more organized asynchronous code by avoiding "callback hell". A Promise object can be in one of three states: pending, fulfilled (resolved), or rejected.  ( 5 min )

The Importance of Setting Clear Expectations Establishing clear expectations with your climbing partner is the first step toward a successful partnership. Before setting foot on the mountain, it’s crucial to discuss and agree on various aspects of the climb, including goals, pace, and responsibilities. Setting clear expectations ensures that both climbers have a shared understanding of the objectives, which helps to avoid conflicts and misunderstandings during the climb. For beginners, this might involve discussing each person’s experience level, fitness, and comfort with different types of climbs, as these factors will influence the overall approach to the ascent. Additionally, discussing potential scenarios and how each partner will respond can be invaluable. For example, what should hap…  ( 9 min )

React js is a free and open-source front-end JavaScript library used to develop interactive user interfaces (UIs). It is a component-based UI library, meaning it focuses on building applications by creating reusable and independent code blocks called components. This approach makes React widely used in web development for both small and large, complex applications.  ( 5 min )

Gitのコミットメッセージ、短く何をしたか書いただけでめっちゃ遡りやすいって改めて思った。 I realized again that keeping Git commit messages short and focused on the task makes it really easy to look back at the history. Also, it's very important to commit files grouped by their content. Nice work, me from a month ago lol I'll write a blog post about these tips another time. git #workflow #tip  ( 6 min )

Introduction If you’re a full‑stack engineer responsible for a Node.js‑powered API, you’ve probably felt the sting of a slow endpoint at least once. In production, a few milliseconds of latency can translate into lost revenue, higher cloud bills, and frustrated users. This tutorial walks you through concrete, low‑risk steps you can take today to squeeze speed out of your service: caching the right data, indexing your database, and embracing async patterns and queues. All examples use plain Node.js (no framework magic) so you can copy‑paste them into any codebase. Before you start optimizing, you need a baseline. Enable request timing in your Express (or Fastify) middleware. Log the duration and the route name. Correlate those logs with DB query times and external HTTP calls. // si…  ( 9 min )

HoYoverse’s just dropped the Official Announcement Trailer for Petit Planet, a cozy life sim where you create your very own tiny world. From lush forests to sunlit beaches, you’re free to customize landscapes, befriend charming neighbors, and live at your own pace—be it serene relaxation or spontaneous adventures. The Coziness Test closed beta sign-ups are open now, so grab your spot early and start crafting the planet of your dreams. Your cosmic sandbox awaits! Watch on YouTube  ( 6 min )

Introduction When you’re the DevOps lead for a high‑traffic web service, TLS isn’t just a checkbox – it’s a performance and security cornerstone. Mis‑configured TLS can add latency, expose weak ciphers, or even open the door to downgrade attacks. This tutorial walks you through seven practical steps to lock down Nginx’s TLS stack while keeping the request‑to‑response time razor‑sharp. Older protocol versions (SSLv2, SSLv3, TLS 1.0/1.1) are riddled with known vulnerabilities. In your nginx.conf set the ssl_protocols directive to the latest stable versions: ssl_protocols TLSv1.2 TLSv1.3; TLS 1.3 brings a 30‑40 % reduction in handshake latency and eliminates many legacy cipher suites. A well‑chosen cipher list prevents weak algorithms like RC4 or 3DES. The following list is vetted by Mozil…  ( 8 min )

Read the original article：🔧 Writing and Publishing Your Own Third-Party Library for HarmonyOS Next ✨Introduction In this article, we will explain how to create and share an OHPM package. This package functions like a third-party library. OHPM serves as a storage space for third-party packages designed for HarmonyOS, allowing developers to easily access and share libraries from various sources around the world. 📚Developing and Publishing a Third-Party Library In HarmonyOS Next, third-party libraries are shared through HAR packages, which stand for Harmony Archive. These packages serve as versatile static shared resources that can contain code, C++ libraries, resources, and configuration files. By using HAR packages, developers can share code for ArkUI components and other resources acros…  ( 11 min )

Introduction Since joining Lingo.dev, startup life has been pushing me to eek out as much as I can from AI coding assistants. The more I do this though, the more I've identified counter-productive patterns that I'm sure other people are suffering from. This article covers some of the most significant anti-patterns that I want to proclaim from my soapbox. If your AI assistant regularly goes off the rails, your prompts might not be as clear as you think. There's probably a lot of room for interpretation, leading to outcomes that are technically correct but not what you want. The simplest option is to ask the AI to explain its understanding of your prompt back to you in its own words. For more reliability, discuss the probelm and intent with the AI, prompting it to ask questions until the p…  ( 8 min )

Kubernetes — PODs with Imperative Way What is a Pod? (short intro) A Pod is the smallest deployable object in Kubernetes. It wraps one (usually) container instance of your application and provides a shared networking and storage context for that container. When you want to run a container on Kubernetes, you create a Pod that holds it. What is a Multi-Container Pod? (short intro) A Multi-Container Pod contains two or more containers that must run together and share the same network namespace and storage. These are used for tightly-coupled helper patterns (sidecars) like log collectors, data pullers/pushers, or content generators that the main container consumes. Step-02-01: Get Worker Nodes Status Verify your kubeconfig is set and that worker nodes are Ready. # Configure kubeconfig for k…  ( 7 min )

Kalau kamu mau stop drama “si A nyontek si B” di kelas / tugas / kantor, ini tutorial praktis buat bikin plagiarism checker yang nyadar bahasa Indonesia, bisa cek whole text, per paragraf, per kalimat, dan menyimpan semua tugas ke dalam text bank (Postgres + Qdrant) supaya ketika kamu upload 40 tugas—mereka akan saling dicek otomatis. Frontend & API gateway: Nuxt (server script) — menerima request /check, meneruskan ke embedding/check service. Embedding & Search service: Python + FastAPI + sentence-transformers/paraphrase-multilingual-mpnet-base-v2 + qdrant-client — buat embedding, search, dan upsert vectors. Vector DB: Qdrant — menyimpan embedding (vector size = 768, distance = Cosine). Relational DB: PostgreSQL — menyimpan metadata dokumen (doc_id unik, title, created_at, raw_text). Dock…  ( 10 min )

In Part 1, we covered the SQL patterns and repository structure for building idempotent data warehouses. Now let's automate everything with GitHub Actions and Python orchestration. This article (Part 2) covers: GitHub Actions workflow configuration Python SQL runner with parameterization Environment variable management Cross-platform portability strategies Advanced sandbox naming conventions The magic happens in .github/workflows/deploy-sandbox.yml. This workflow triggers on every push and PR, creating isolated environments automatically. name: Deploy Snowflake Sandbox on: push: branches: [ main, develop, feature/* ] pull_request: branches: [ main ] workflow_dispatch: env: SNOWFLAKE_ACCOUNT: ${{ secrets.SNOWFLAKE_ACCOUNT }} SNOWFLAKE_USER: ${{ secrets.SNOWFLAKE_USER }}…  ( 8 min )

This is a submission for the Heroku "Back to School" AI Challenge I built an AI-Powered RateMyProfessors Platform that transforms how students choose courses and how educators understand their teaching impact using real data from RateMyProfessors.com. For Students: The platform provides intelligent course selection assistance by analyzing professor ratings, reviews, and sentiment patterns across student comments. Users can search for professors and get comprehensive AI-powered insights about teaching styles, course difficulty, and overall satisfaction. For Educators: The same interface allows professors to search for themselves and get an analysis of their students' feedback, helping them understand patterns in student responses and identify areas for improvement. Key Problems Solved Stud…  ( 7 min )

Leo is a software engineer turned digital artist who is fascinated by the use of AI in creating art. He developed an AI artist called ‘Iris’, who is trained on a historical art dataset. Iris can create beautiful paintings in no time when given a detailed prompt. However, Leo notices some problematic patterns within the paintings, such as placing people of a certain color or facial features in the background or highlighting people from a certain community as important. To resolve this issue, Leo opted to sanitize the dataset on which Iris was trained. After doing so, the paintings created by Iris improved and became bias-free. So what exactly is data sanitization? It is a process of permanently deleting data from storage devices in such a way that it is impossible to recover the eliminated…  ( 9 min )

This Java project provides a cross-platform CLI tool for managing processes, simplifying a task that would otherwise require using different, complex commands on various operating systems. It offers a single, intuitive interface for actions like finding a process by its port or killing a process by its PID, abstracting away the underlying OS commands. Project Structure: Create a new Java project with a single class App.java inside a package named com.process_killer. You can use any IDE like IntelliJ IDEA or VS Code. Dependencies: This project uses only the Java Standard Library, so no external dependencies are needed. The App.java class contains several methods, each responsible for a specific part of the application's functionality. main(String[] args) This is the main entry point of …  ( 10 min )

Coding Agent Template: Vercel's official Next.js templates for building AI-powered coding agents that support Claude Code, OpenAI's Codex CLI, Cursor CLI, and opencode with Vercel Sandbox to automatically execute coding tasks on your repositories. Key features: 🤖 Multiple AI coding agents in one platform 🔒 Secure sandbox execution with Vercel 🌳 AI-generated Git branch names 📊 Real-time task progress tracking 💾 Persistent PostgreSQL storage 🔗 Automatic Git integration 🚀 One-click Vercel deployment Perfect for automating feature development, code refactoring, and bug fixes across your repositories. The template handles everything from environment setup to version control. 👉 Blog Post 👉 GitHub Repo  ( 6 min )

Unit testing is one of those tasks every developer knows they should do… but often avoid. That’s where AI comes in. With the right prompts, you can generate reliable, context-aware unit tests in minutes — not hours. Here’s how I use AI to make testing painless. 1️⃣ Turn Functions Into Test Cases Instead of writing tests manually, let AI generate them directly from your function. 💡 Prompt Example: “Write unit tests in Jest for this JavaScript function: [paste code]. Cover normal cases, edge cases, and error handling.” Why: You get structured coverage instantly. 2️⃣ Cover Edge Cases Automatically Developers often miss tricky scenarios. AI can expand coverage beyond the obvious. 💡 Prompt Example: “Generate unit tests for this Python function. Include at least 3 edge cases I might overlook.…  ( 9 min )

Quicksort is a highly efficient sorting algorithm that is widely used in computer science and software development. Its divide-and-conquer approach makes it particularly appealing for sorting large datasets. In this blog post, we will explore Quicksort through an engaging lens—by comparing it to the IKEA assembly process. Just as IKEA provides clear steps to assemble furniture, Quicksort can be broken down into systematic, easy-to-follow steps. We will delve into the algorithm's mechanics, walk through code implementations, discuss performance considerations, and explore real-world applications. By the end, you’ll have a comprehensive understanding of Quicksort and how to apply it in your projects. Quicksort is a comparison-based sorting algorithm that follows a divide-and-conquer strategy…  ( 8 min )

Hey folks 👋 I’ve been working with the CodeHubbers This was our largest PR yet: 🔑 Authentication System (by @CoderRC) ✅ User registration & login with JWT tokens ✅ Protected routes + authentication context ✅ Profile modals with avatar upload/editing ✅ User preferences synced to MongoDB ✅ Integration with Mongoose This means Orbit OS is no longer just a demo desktop environment — users can now have accounts, preferences, and identities inside the system. 🎨 Theme & UI Enhancements (by @dailker) ✅ High-contrast theme for accessibility ✅ Improved theme registry + smooth animations ✅ Polished authentication forms with validation ✅ Brand new default OrbitOS wallpaper ✅ Global styling refinements (consistent across all apps) On top of that, the UI components (taskbar, windows, apps) are now fully theme-aware, so the experience feels more polished and personal. 🖼️ User Experience Highlights Enhanced taskbar with user info Real-time avatar preview & editing Auth forms that look like part of the OS instead of placeholder UIs Preferences (themes, wallpaper, profile) that persist between sessions All these changes make Orbit OS feel closer to a real desktop environment rather than just a prototype. 🔍 Why This Matters Orbit OS started as an experiment — a web-based operating system with a desktop-like UI. With this update: It’s no longer just visual; it’s user-aware. Preferences and themes now stick with your account. Accessibility and inclusivity improved with a dedicated high-contrast theme. Developers get a scalable foundation for future features (apps, storage, permissions). 📂 What’s Next Refining file management Expanding built-in apps More accessibility improvements Growing the community via CodeHubbers 👉 Check out the repo here: Orbit OS on GitHub If you’re into open source, full-stack development, or just love experimenting with futuristic UIs, we’d love to have you contribute!  ( 6 min )

Static sales charts in Excel or spreadsheets do not let you explore your data dynamically. Want to zoom in on a specific month? Compare different products? You need to create new charts manually. In this tutorial, you will build an interactive sales chart in Python using Plotly that lets users hover for details, zoom into timeframes, and filter by product. Before we begin, make sure you have: Python 3.7 or higher installed on your system. You will need two libraries: Plotly for creating interactive visualizations and Pandas for handling data. Install them using pip: pip install plotly pandas You can run this code in any Python environment: VS Code, Jupyter Notebook, PyCharm, or even the command line. The interactive charts will open in your default browser. This tutorial assumes you are c…  ( 9 min )

Watch on YouTube  ( 5 min )

Hyrule Warriors: Age of Imprisonment has just been officially folded into Zelda lore, giving this Musou-style spin-off a fresh boost of credibility. With its new canon status, you can look forward to beefed-up combat mechanics—think deeper combos, nuanced enemy interactions and all kinds of exciting gameplay twists that shake up the usual hack-and-slash formula. Watch on YouTube  ( 6 min )

PlayStation’s latest State of Play packed over 35 minutes of reveals, including a quick 5-minute dive into Saros gameplay and our first real look at Marvel’s Wolverine in action. Insomniac even gave us a behind-the-scenes peek at how the game’s being built, and it already feels like a surefire hit. On top of the game announcements, Sony snuck in a surprise hardware drop: the Pulse Elevate Wireless Speakers. Tamoor breaks down all the highlights and shares why we’re officially hyped for what’s next. Watch on YouTube  ( 6 min )

O intuito deste artigo é ser a primeira parte de um material introdutório à Programação Funcional. Usarei Clojure, uma linguagem que usa esse paradigma muito diferente da tradicional Orientação a Objetos amplamente utilizada no mercado de trabalho e ensinada em faculdades tradicionais. Se você tem a mente aberta para uma nova linguagem de programação e acredita que uma sintaxe e paradigma novos te levarão a novos horizontes, este artigo é para você! Vou também fazer algumas comparações com linguagens historicamente consideradas orientadas a objeto (como Java, por exemplo). Logo de início, já vou trazer que a Programação Funcional tem muito a agregar. Com ela, é possível escrever códigos mais robustos, menos suscetíveis a erros e expandir sua forma de pensar. Por exemplo, a imutabilidade, u…  ( 12 min )

Sua aplicação já ficou misteriosamente lenta em produção? Você olha o código e vê um loop que parece inofensivo, mas, por trás dele, dezenas ou centenas de consultas ao banco de dados estão sendo disparadas. Se isso soa familiar, você provavelmente já foi vítima do infame problema N+1. Este é um dos problemas de performance mais clássicos e silenciosos que existem, aparecendo tanto na comunicação frontend-backend quanto nas interações do backend com o banco de dados. Vamos desmistificá-lo de uma vez por todas. No fundo, o problema N+1 acontece quando seu código: Faz 1 requisição inicial para buscar uma lista de itens. Depois, faz N requisições adicionais (uma para cada item da lista) para buscar dados relacionados. O resultado é 1 + N chamadas de rede ou consultas ao banco de dados, quan…  ( 9 min )

Introduction As a DevOps lead, you know that every second of downtime can translate into lost revenue, frustrated users, and tarnished brand reputation. Modern micro‑service stacks make it possible to push updates without taking the whole system offline, but the process still requires a disciplined approach. This checklist walks you through a practical, end‑to‑end workflow for zero‑downtime deployments using Docker containers behind an Nginx reverse proxy. It’s written for teams that already have a CI/CD pipeline in place and want to tighten the safety net around production releases. Pin base images – Use a specific tag (e.g., python:3.11-slim) instead of latest. Multi‑stage builds – Strip out build‑time dependencies to keep the runtime image lean. Health checks – Declare a HEALTHCHECK i…  ( 8 min )

Introduction As a DevOps lead, you know that a public‑facing web server is the first line of defense against a myriad of attacks. Nginx is fast, flexible, and widely used, but out‑of‑the‑box it lacks a few critical hardening steps. This tutorial walks you through a practical, step‑by‑step hardening checklist that covers: Enforcing strong TLS with modern ciphers Adding a Fail2Ban jail to block brute‑force attempts Sprinkling essential security‑related HTTP headers Automating certificate renewal with certbot By the end you’ll have a production‑ready Nginx instance that can withstand common web‑layer threats while keeping latency low. Ubuntu 22.04 LTS (or any recent Debian‑based distro) Root or sudo access A domain name pointing to the server’s public IP Basic familiarity with systemd an…  ( 8 min )

Remember when GDPR first landed? Everyone was scrambling to check boxes and avoid trouble. Fast forward, and it feels like a lot of companies just stopped watching for updates. Maybe you think GDPR’s old news, but honestly, it’s still a big deal in 2025. The rules are tougher now—consent is stricter, and people have more rights over their data. If GDPR’s slipped off your radar, I’d say this is the year to get back on track. New enforcement trends and rule changes keep popping up, and missing them can get expensive fast. Why GDPR Remains Essential in 2025 It’s tempting to think GDPR’s faded into the background, but that’s not really the case. With new laws, public enforcement, and people caring more about privacy, ignoring GDPR could backfire in ways you might not expect. Evolving Regulat…  ( 8 min )

Last night my foreign cousin was sharing his startup story with me. Things were going well — their product was gaining users, the team was excited… but then he mentioned the AWS cloud bill. What began as a few hundred dollars a month had suddenly ballooned into the thousands. For a small team, that’s brutal. This isn’t rare. Startups (and small teams) often scale the product faster than they manage costs. The good news: most cloud-cost problems are straightforward to fix. Here’s a simple, non-overwhelming checklist that actually works. A classic money trap is spinning up production-grade infrastructure for non-critical tasks. I’ve seen early-stage teams launch a full-blown EKS cluster just to run CI/CD pipelines. That’s like renting an office tower just to store sticky notes. 👉 Fix: For …  ( 8 min )

Alright, glad to have you all back with me. Today we will be taking a look into the basic commands of a Linux operating system. First of all what is Linux? Linux is a free, open-source operating system that works like Windows or macOS. It manages the computer’s hardware and software, and many servers, smartphones (like Android), and devices around the world use it. User & File Management sudo su → Switch to the superuser (admin) account. Working with Folders & Navigation mkdir → Make a new folder. ls → Show the files and folders in the current location. cd → Change to a different folder. pwd → Print where you are (your current folder path). Creating & Moving Files touch → Create an empty file. cp → Copy files or folders. mv → Move or rename files/folders. Viewing & Editing Files vim → Open a text editor in the terminal. cat → Show the contents of a file. less → View a file one page at a time (useful for big files). Searching & Deleting rm → Remove (delete) a file. grep → Search for text inside files. Thats all for now, hope we enjoyed our ride today, see you next time!  ( 7 min )

Get Data Lakehouse Books: Apache Iceberg: The Definitive Guide Apache Polaris: The Defintive Guide Architecting an Apache Iceberg Lakehouse Join the Data Lakehouse Community Data Lakehouse Blog Roll Modern lakehouse stacks live or die by how they manage tables on cheap, scalable object storage. That “how” is the job of open table formats, the layer that turns piles of Parquet/ORC files into reliable, ACID-compliant tables with schema evolution, time travel, and efficient query planning. If you’ve ever wrestled with brittle Hive tables, small-file explosions, or “append-only” lakes that can’t handle updates and deletes, you already know why this layer matters. In this guide, we’ll demystify the five formats you’re most likely to encounter: Apache Iceberg - snapshot- and manifest–driven, en…  ( 19 min )

At 3:47 AM on a Tuesday in July, our monitoring system detected severe thunderstorm warnings for the Colorado Rockies. Within minutes, Camprs automatically: Cancelled 23 high-altitude hiking tours scheduled for that morning Moved 8 whitewater rafting trips to a safer section of river Sent SMS notifications to 156 affected guests with rebooking options Alerted 12 activity guides about schedule changes Updated availability calendars to prevent new dangerous bookings All before the first lightning strike. This wasn't magic—it was the culmination of 18 months building weather intelligence into outdoor activity management. Here's how we architected a system that keeps adventurers safe while keeping operators profitable, and the lessons we learned about integrating weather data at scale. Unlike …  ( 13 min )

Se você trabalha com PySpark e já precisou aplicar uma lógica dentro de uma coluna do tipo array, sua primeira reação provavelmente foi: "Vou criar uma UDF". É uma solução rápida e flexível, mas que esconde um grave problema de performance. Neste post, vamos explorar a forma correta e muito mais eficiente de fazer isso usando Funções de Ordem Superior (Higher-Order Functions - HOFs). Uma User-Defined Function (UDF) em Python parece simples, mas por baixo dos panos, o Spark faz um trabalho caro: Serialização: Para cada linha, os dados da coluna saem do ambiente otimizado do Spark (JVM). Transferência: Os dados são enviados para um processo Python. Execução: Sua função Python é executada. Desserialização: O resultado volta da Python para a JVM. Esse "ida e volta" para cada elemento de da…  ( 9 min )

GirlHacks - Innovate Series 2025 girlhacks.net  ( 6 min )

A comprehensive guide to choosing the right environment strategy for your CDK applications If you're building applications with AWS CDK, you've faced this question: how should you structure your code to deploy to multiple environments? This fundamental architectural decision sparked an interesting discussion in the CDK community, leading us - Thorsten Höger and Kenta Goto - to collaborate on this comprehensive guide. Between us, we've reviewed hundreds of CDK projects and noticed a pattern: about 90% of teams choose their environment management approach without fully understanding its implications. The decision seems simple at first: you need dev, staging, and production environments. But the way you structure your CDK code to achieve this has far-reaching consequences for your team's prod…  ( 14 min )

BlackRock filed a registered trust company to back its proposed Bitcoin Premium Income ETF, a yield-generating product that would complement its $87 billion spot Bitcoin ETF, IBIT.

The update promises major changes to improve user experience and introduces a modular design, replacing Aave's monolithic architecture.

China launched a digital yuan operations center in Shanghai focused on cross-border payments, blockchain services and digital-asset platforms.

Researchers at banking giant HSBC said they successfully applied quantum computers to algorithmic bond trading in an experimental test.

Experts weighed in on how a recent policy change at the US Securities and Exchange Commission could affect retail crypto investors.

Among the bets the characters made in the animated series included whether a fictional baby was a boy or a girl.

Cloudflare said NET Dollar is aimed at powering instant payments for AI agents, creators and developers worldwide.

Bitcoin fell to a 3-week low under $109,000, but the $22 billion end-of-month options expiry could lead to a much-needed BTC price bounce.

New S-Tokens give retail users indirect exposure to institutional-grade assets on Solana, reflecting DeFi’s push beyond accredited investors.

Bitcoin price tumbled toward new lows below $109,000 and while charts suggest the sell-off is far from over, data shows spot buyers accelerating their accumulation.

Hong Kong’s $500-million HashKey Fund shows how DATs could reshape Bitcoin and Ether treasuries with compliance, diversification and transparency.

The exchange-traded fund (ETF) is the second multi-asset cryptocurrency investment vehicle approved for trading in the United States.

Blockchain analytics are evolving with AI, turning raw onchain data into actionable insights for investors, law enforcement and everyday users.

The new $100 million facility with Two Prime boosts CleanSpark’s total borrowing capacity to $400 million, fueling data center and hashrate expansion plans.

PayPal has teamed up with Spark to boost PYUSD liquidity, with deposits already topping $135 million on the decentralized finance (DeFi) lending protocol.

Bitcoin fell to new local lows on the back of strong US jobs data, joining stocks and gold in what analysis called an “overdue” correction.

Seven spot XRP ETF rulings and Ripple’s bank charter decision hit in October 2025. Discover why funds see XRP as Wall Street’s dark horse.

Cryptocurrencies are where the blockchain industry is today, “but tokenization is where it’s going next,” Chainlink’s co-founder Sergey Nazarov told Cointelegraph.

Google has acquired a 5.4% stake in Bitcoin miner Cipher Mining by backstopping $1.4 billion of Fluidstack’s obligations in a $3 billion, 10-year AI data center deal.

Solana futures’ open interest rose to new all-time highs of 72 million SOL as the technical structure displayed weakness, putting $120 back in play.

SharpLink, one of the world’s largest public holders of ETH, has notified the SEC of its plans to tokenize its common stock on Superstate’s Open Bell tokenization platform.

Ohio Secretary of State Frank LaRose applauded the progress, while continuing to support the creation of an Ohio Strategic Cryptocurrency Reserve.

ETH’s breakdown from a key chart pattern can now lead to more losses for Ether price, targeting the $3,600–$3,400 zone in the short term.

Bitcoin’s proof-of-work drove hardware innovation from GPUs to ASICs that are 100,000x more efficient. AI networks need the same competitive incentives.

SharpLink, one of the world’s largest public holders of ETH, has notified the SEC of its plans to tokenize its common stock on Superstate’s Open Bell tokenization platform.

Community members questioned whether the surge in trading volume reflected market conviction or aggressive incentive farming.

US spot Bitcoin ETF flows cooled after strong prior inflows, signalling weaker institutional demand that could push BTC price into an extended correction.

M2 Capital invested $20 million in Ethena’s ENA token as the protocol’s TVL neared $15 billion, with growing institutional backing from global crypto investors.

A new, hard-to-spot phishing campaign is hijacking crypto personalities’ X accounts by abusing X’s app authorization system to bypass passwords and 2FA.

Everyday shopping, travel and luxury purchases are going digital. Here’s where BTC, ETH and XRP are accepted in 2025.

A DAO member flagged risks and transparency issues, but Curve founder Michael Egorov said audits and safeguards address them.

Turn social hype into smart signals with Grok 4: scan sentiment, summarize fundamentals and confirm onchain data before investing.

A trader grew $125,000 into $43 million on Ethereum with leverage on Hyperliquid, then cashed out $6.86 million. Here’s what traders can learn.

Transaction reversibility may help stablecoins become an intrinsic part of the legacy financial system, according to the president of Circle.

Bitcoin and altcoins failed to follow gold and stocks to all-time highs this month, partly thanks to a lack of stablecoin liquidity on cryptocurrency exchanges.

Dutch ING and Italy’s UniCredit are among nine banks developing a MiCA-compliant euro stablecoin planned to launch in the second half of 2026.

Stablecoin payments firm RedotPay said it became a fintech unicorn after a $47 million round with participation from Coinbase Ventures, Galaxy Ventures and Vertex Ventures.

Nasdaq-listed Fitell tanked on Wednesday after buying $10 million of Solana as part of a newly announced crypto treasury strategy.

Naver is often called the “Google of South Korea,” and is the top search engine in the country, Upbit Korea is the largest crypto exchange in South Korea.

GSR has filed for five crypto ETFs involving staking and bundling tokens, but its headlining bid is a fund that invests in crypto treasury companies.

Nansen unveiled an AI agent to simplify onchain crypto trading with natural conversation, aiming to bring more value to Ethereum and EVM networks.

Ethereum co-founder Vitalik Buterin explained how Fusaka’s PeerDAS feature will address Ethereum layer 2 scaling bottlenecks.

Kadan Stadelmann, chief technology officer at Komodo Platform, told Cointelegraph treasury companies are competing to see who can create the most enticing structure.

Ethereum exchange balances dropped to a nine-year low of 14.8 million ETH as digital asset treasury firms and exchange-traded funds accelerate buying.

Stablecoin issuer Circle has partnered with crypto infrastructure and self-custody platform Crossmint to offer USDC across more chains for both humans and AI agents.

Australia has released draft legislation to create new crypto products, bringing the crypto companies under the same rules as financial services businesses.

Comments  ( 6 min )

Comments  ( 20 min )

Comments  ( 18 min )

Comments  ( 2 min )

Comments  ( 9 min )

Comments

Comments  ( 10 min )

Comments  ( 48 min )

Comments  ( 2 min )

Comments  ( 4 min )

Comments  ( 10 min )

Comments  ( 8 min )

Comments  ( 14 min )

Comments  ( 12 min )

Comments  ( 11 min )

Comments  ( 11 min )

Comments  ( 33 min )

Comments

Comments  ( 14 min )

Comments  ( 4 min )

Comments

Comments

Comments

Comments

Comments  ( 7 min )

Comments  ( 13 min )

Comments

Comments  ( 19 min )

Comments  ( 6 min )

Comments  ( 5 min )

Comments  ( 129 min )

Comments  ( 6 min )

Comments  ( 3 min )

Comments  ( 2 min )

Comments  ( 21 min )

Comments  ( 2 min )

Comments  ( 14 min )

Comments  ( 41 min )

Comments  ( 7 min )

Comments  ( 31 min )

Comments  ( 23 min )

Comments  ( 6 min )

Comments  ( 5 min )

Comments  ( 4 min )

Comments  ( 2 min )

Comments  ( 4 min )

Comments  ( 3 min )

Comments  ( 12 min )

Comments  ( 3 min )

Comments  ( 25 min )

Comments  ( 19 min )

Comments

Comments  ( 9 min )

Comments  ( 8 min )

Comments

Comments  ( 2 min )

Comments  ( 10 min )

Comments

Comments  ( 101 min )

Comments  ( 28 min )

The exchange is appealing an enforcement action from the Financial Transactions and Reports Analysis Centre of Canada.  ( 28 min )

Strategy (MSTR) plunged as much as 10% and is now lower year-to-date.  ( 28 min )

Bank tokens may ultimately surpass stablecoins in transaction volume, report said.  ( 29 min )

Assets under management surged 118% in 2025 to $35 billion, and crypto trading firm Keyrock predicts that the sector could nearly double again by 2026.  ( 28 min )

The SPXA offering is the first blockchain-based index fund licensed by the S&P Dow Jones Indices.  ( 27 min )

The cloud company said the token, dubbed NET Dollar, will enable instant, global transactions for autonomous agents online.  ( 28 min )

The decline in BNB comes as sentiment remains poor, with the Crypto Fear and Greed Index nearing "fear" and the average RSI indicating oversold conditions.  ( 29 min )

Circle is "thinking through ... whether or not there's the possibility of reversibility of transactions," President Heath Tarbert said in an interview  ( 28 min )